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In today's visually-driven world, users often need to expand images for purposes like enhancing social media posts, expanding promotional materials, and uncropping e-commerce product images. Conventional methods carry the risk of producing unnatural images that do not satisfy user requirements. Uncrop.org is a powerful AI tool designed to offer a more straightforward and efficient solution to uncrop photos. In this detailed review, we will explore the technology behind Uncrop.org, its unique features, and various practical applications. Join us as we uncover how Uncrop.org can elevate your image editing experience. What Is Uncrop.org? Uncrop.org is a powerful AI-driven tool designed for image extension, enabling users to outpaint images by adding high-quality, AI-generated content to the expanded areas. Leveraging advanced algorithms, the tool analyzes the provided image and intelligently predicts how to extend it, seamlessly enlarging the image's boundaries while maintaining the integrity of the original content. Uncrop.org meticulously processes your images, preserving their original quality and visual appeal. This enables you to effortlessly outpaint portraits, landscapes, product photos, and more to meet specific dimensions or aesthetic requirements. The platform ensures consistently high-quality and visually pleasing results, making it versatile for a wide range of image types. Uncrop.org is designed with ease of use in mind, catering to both novice and experienced image editors. Optimized for mobile devices, the platform processes images quickly based on their size and complexity. It also offers free uncropping and previewing features, ensuring a smooth and efficient experience for all users. How to Navigate Uncrop.org Uncrop.org provides a user-friendly platform designed to streamline the image uncropping process, catering to both beginners and experienced users alike. To start, just adhere to the steps described below: Step 1: Simply upload or drag the photo you want to process onto Uncrop.org. Step 2: Once the upload is complete, you can select your desired image size and aspect ratio. Step 3: Within minutes, the expander will produce an uncropped version of your image, ready for you to download and save. Why Should You Choose Uncrop.org? Several factors make Uncrop.org a leading AI extension tool in the market. We will explore these key aspects in detail below. Fast Image Extension Uncrop.org utilizes cutting-edge AI algorithms to provide quick and effective image extension. It can usually extend your images within minutes while maintaining high quality, making it perfect for handling extensive image editing tasks. Extensive Image Format Compatibility With Uncrop.org, you can upload various image formats without the need for prior file conversion. The platform supports JPG, PNG, and even WebP formats, handling images up to 50MB in size. This ensures smooth compatibility for outpainting your photos. Limitless Image Expansion Uncrop.org offers you unrestricted capabilities to extend your images. You can easily resize and adjust the aspect ratio to your liking with just a few clicks. This allows you to uncrop your image precisely as you envision. Effortless AI Photo Extension Uncrop.org works by analyzing the elements of an image to seamlessly extend it, ensuring the new sections blend perfectly with the original. This leads to natural and contextually accurate extensions that consistently prevent any image distortion. In What Ways Can You Make Use of Uncrop.org? Uncrop.org stands out as a highly flexible AI tool designed for outpainting images, making it valuable for numerous applications across diverse sectors, industries, and professional areas. Its utility shines in many typical situations, including but not limited to the following: Create for Social Media: To boost engagement on social media through visually captivating images, having flexibility with aspect ratios is essential. Each social media platform has its unique way of displaying images, so adjusting them accordingly is important. Uncrop.org enables you to tailor your photos to meet the specific dimensions needed for each platform, ensuring that your visuals are ideally suited for every social media site. Outpaint Advertising Materials: When creating promotional materials like posters and banners, it’s often essential to resize images to match various dimensions. Uncrop.org allows you to extend your visuals, ensuring they perfectly fit different advertising formats without losing their visual appeal or key message. This ensures consistent and visually appealing promotional content across multiple platforms. Uncrop Photographs & Artworks: Using Uncrop.org, you can seamlessly expand any photograph or artwork, enriching your visual storytelling and giving your audience a deeper experience of the narrative and composition. This tool is especially advantageous for crafting presentations or displays that thrive on larger, more engaging visuals. Extend Product Images: Making sure that product images have the appropriate dimensions and sizes is essential for attracting potential online customers. With Uncrop.org, you can easily extend your product photos and adjust their dimensions to boost their visual appeal. The tool is crafted to preserve picture quality with minimal distortion, ensuring that the images stay clear and attractive. To Sum Up Uncrop.org provides an outstanding solution for those looking to instantly enlarge images with seamless, naturally extended content. Leveraging superior AI technology, it guarantees smooth and visually appealing expansions, no matter the size requirement. Plus, it delivers results swiftly and is available at no cost. Try out Uncrop.org now! In today's visually-driven world, users often need to expand images for purposes like enhancing social media posts, expanding promotional materials, and uncropping e-commerce product images. Conventional methods carry the risk of producing unnatural images that do not satisfy user requirements. Uncrop.org is a powerful AI tool designed to offer a more straightforward and efficient solution to uncrop photos. In this detailed review, we will explore the technology behind Uncrop.org, its unique features, and various practical applications. Join us as we uncover how Uncrop.org can elevate your image editing experience. Uncrop.org Uncrop.org What Is Uncrop.org? Uncrop.org is a powerful AI-driven tool designed for image extension, enabling users to outpaint images by adding high-quality, AI-generated content to the expanded areas. Leveraging advanced algorithms, the tool analyzes the provided image and intelligently predicts how to extend it, seamlessly enlarging the image's boundaries while maintaining the integrity of the original content. Uncrop.org meticulously processes your images, preserving their original quality and visual appeal. This enables you to effortlessly outpaint portraits, landscapes, product photos, and more to meet specific dimensions or aesthetic requirements. The platform ensures consistently high-quality and visually pleasing results, making it versatile for a wide range of image types. Uncrop.org is designed with ease of use in mind, catering to both novice and experienced image editors. Optimized for mobile devices, the platform processes images quickly based on their size and complexity. It also offers free uncropping and previewing features, ensuring a smooth and efficient experience for all users. How to Navigate Uncrop.org Uncrop.org provides a user-friendly platform designed to streamline the image uncropping process, catering to both beginners and experienced users alike. To start, just adhere to the steps described below: Step 1: Simply upload or drag the photo you want to process onto Uncrop.org . Uncrop.org Uncrop.org Step 2: Once the upload is complete, you can select your desired image size and aspect ratio. Step 3: Within minutes, the expander will produce an uncropped version of your image, ready for you to download and save. Why Should You Choose Uncrop.org? Several factors make Uncrop.org a leading AI extension tool in the market. We will explore these key aspects in detail below. Fast Image Extension Uncrop.org utilizes cutting-edge AI algorithms to provide quick and effective image extension. It can usually extend your images within minutes while maintaining high quality, making it perfect for handling extensive image editing tasks. Extensive Image Format Compatibility With Uncrop.org, you can upload various image formats without the need for prior file conversion. The platform supports JPG, PNG, and even WebP formats, handling images up to 50MB in size. This ensures smooth compatibility for outpainting your photos. Limitless Image Expansion Uncrop.org offers you unrestricted capabilities to extend your images. You can easily resize and adjust the aspect ratio to your liking with just a few clicks. This allows you to uncrop your image precisely as you envision. Effortless AI Photo Extension Uncrop.org works by analyzing the elements of an image to seamlessly extend it, ensuring the new sections blend perfectly with the original. This leads to natural and contextually accurate extensions that consistently prevent any image distortion. In What Ways Can You Make Use of Uncrop.org? Uncrop.org stands out as a highly flexible AI tool designed for outpainting images, making it valuable for numerous applications across diverse sectors, industries, and professional areas. Its utility shines in many typical situations, including but not limited to the following: Create for Social Media: To boost engagement on social media through visually captivating images, having flexibility with aspect ratios is essential. Each social media platform has its unique way of displaying images, so adjusting them accordingly is important. Uncrop.org enables you to tailor your photos to meet the specific dimensions needed for each platform, ensuring that your visuals are ideally suited for every social media site. Create for Social Media: To boost engagement on social media through visually captivating images, having flexibility with aspect ratios is essential. Each social media platform has its unique way of displaying images, so adjusting them accordingly is important. Uncrop.org enables you to tailor your photos to meet the specific dimensions needed for each platform, ensuring that your visuals are ideally suited for every social media site. Outpaint Advertising Materials: When creating promotional materials like posters and banners, it’s often essential to resize images to match various dimensions. Uncrop.org allows you to extend your visuals, ensuring they perfectly fit different advertising formats without losing their visual appeal or key message. This ensures consistent and visually appealing promotional content across multiple platforms. Outpaint Advertising Materials: When creating promotional materials like posters and banners, it’s often essential to resize images to match various dimensions. Uncrop.org allows you to extend your visuals, ensuring they perfectly fit different advertising formats without losing their visual appeal or key message. This ensures consistent and visually appealing promotional content across multiple platforms. Uncrop Photographs & Artworks: Using Uncrop.org, you can seamlessly expand any photograph or artwork, enriching your visual storytelling and giving your audience a deeper experience of the narrative and composition. This tool is especially advantageous for crafting presentations or displays that thrive on larger, more engaging visuals. Uncrop Photographs & Artworks: Using Uncrop.org, you can seamlessly expand any photograph or artwork, enriching your visual storytelling and giving your audience a deeper experience of the narrative and composition. This tool is especially advantageous for crafting presentations or displays that thrive on larger, more engaging visuals. Extend Product Images: Making sure that product images have the appropriate dimensions and sizes is essential for attracting potential online customers. With Uncrop.org, you can easily extend your product photos and adjust their dimensions to boost their visual appeal. The tool is crafted to preserve picture quality with minimal distortion, ensuring that the images stay clear and attractive. Extend Product Images: Making sure that product images have the appropriate dimensions and sizes is essential for attracting potential online customers. With Uncrop.org, you can easily extend your product photos and adjust their dimensions to boost their visual appeal. The tool is crafted to preserve picture quality with minimal distortion, ensuring that the images stay clear and attractive. To Sum Up Uncrop.org provides an outstanding solution for those looking to instantly enlarge images with seamless, naturally extended content. Leveraging superior AI technology, it guarantees smooth and visually appealing expansions, no matter the size requirement. Plus, it delivers results swiftly and is available at no cost. Try out Uncrop.org now!

Uncrop.org Review: Premier AI Expander for Outpainting Images Effectively

Uncrop.org recenzija: Premier AI Expander za efikasno preslikavanje slika

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The role of Quality Assurance (QA) Engineers and their needs are fast growing in significance due to fast-changing scenarios of software development. Historical trends associated with the software testing process have followed some of the traditional approaches like checklists, test cases, and test scenarios to identify the quality related to the software product. Tradition is indeed the most important, yet since technology is changing, testing methodologies should be changed. In this article, we will consider the traditional approach and offer an alternative: "Test Outlines." Test Outlines is an innovative approach introduced by Vital Shauchuk – QA Engineer and expert in software testing. Firstly, let us dive into the traditional methods of test organizing and management. These traditional methodologies are scaffolding, supporting systematic and structured software application examination. The above time-tested methodologies structure the framework in which QA engineers can negotiate the labyrinth of testing in such a way that critical functionalities are tested thoroughly. These checklists carry the inventory of criteria, test cases carrying detailed step-by-step instructions for verification, and test scenarios carrying end-to-end evaluations—a properly defined strategy of testing. These are important to know because they lay the foundation of what the new innovative approaches promise to carry the efficacy of software testing to a higher plane in our ever-changeable technology ecosystem. Checklists are basic for use in software testing as they give a way in which to ensure that crucial steps are followed chronologically without skipping any. Checklists are easy to develop and simple in structure but lack a few details; they lack a structure to give a sequence of items, or tasks to be checked, or they do not state how the task is to be done or what should be the outcome from doing it. Checklists Checklists are very useful when one would like to push to speed on the quick and informal type of testing process, but they do not work well enough in order to reach a level of completeness and deepness associated with systematic testing. Such lists of items to be checked or tasks to be accomplished are a most useful tool, mostly when a quick assessment of elementary functionalities should be made. Nevertheless, these are by nature short and quite simple, which makes them cover only a narrow scope of many complicated scenarios and exceptions that complex software applications throw up at them. While relying on the checklist, one risks missing out in a dynamic and ever-evolving development environment, since they are not flexible enough to cater to the changed requirements or change that comes about from unforeseen challenges. Comprehensive and system testing requires one much broader disposition, with the inclusion of many different testing methods working together to present a complete investigation of the functionality, reliability, and overall quality of the software being tested. Although checklists take an important place in the testing toolbox, their role should be complemented with the help of more powerful tools, like test cases and test scenarios, which would be of great assistance to increase the efficiency of the testing process and bring up more powerful software. are much more specific and provide a structure regarding how every feature or functionality is to be evaluated individually. The most common structure is composed of the following: Test Case ID, Test Case Title, Preconditions, Steps, Expected Results, Actual Results, Pass/Fail, Test Environment, and Comments. Test cases Being so specific and detailed, they have an associated trade-off: they need rigor and repetition in maintaining and creating them. Moreover, writing these step-by-step instructions requires an understanding at a very granular level with respect to the subtleties of the software, for which QA engineers have to invest a lot of time. And this challenge becomes all the more heavy with the enhancements of the software and when new features, functionalities, and changes are brought into its existing code. This dynamism is dangerous because test cases, by nature, are some of the easiest to be rendered out-of-date and irrelevant by further development efforts. The result is organizations stuck with potentially tens of thousands of outmoded test cases. But if they ensure that the test cases meet certain requirements and specifications precisely, their efficiency is directly proportional to how much aligning is done with the changing dynamics of the software and how much the effort of maintenance is proactive. Key to the utility of test cases within the scope of software testing, the advantage of the specificity of software test cases must be balanced against the challenge of tedium and potential obsolescence. From this, it is possible to infer that have a narrative structure that reflects comprehensive user action with software. A test scenario starts from the high-level, brief for some user story, or use case, giving background context in which it requires this software functionality to be evaluated. test scenarios Precondition combines seamlessly with the conditions that are supposed to be set beforehand and are necessary to be provided or satisfied before the development of the scenario; that is, the precondition sets the starting point just like a foundation to ensure a consistent starting point of user interaction simulation. It can be seen from the narrative that the details of using test data in a scenario would involve everything: input values, configurations, and variables driving the response that the software is supposed to provide during execution. Integration of relevant test data will, therefore, make the scenario more realistic and deliver a valid model of human user behavior. But the disadvantage can come from the fact that the framework of the test scenario is narrative. Their very high-level nature makes them very convenient for capturing realistic user interactions. This same characteristic, however, can bring about vagueness and ambiguity. With this inherent flexibility, every detail of this has to be documented and communicated within the team. Guidelines then need to be developed that address possible variations in interpretation. To avoid the disadvantages of traditional approaches to software testing, suggests an innovative way: " " Test outlines are a kind of test documentation that can inherit the positive sides of checklists, test cases, and test scenarios but is free from their drawbacks. Vital Shauchuk Test outlines. The idea of Test Outlines is a re-imagination of the traditional approach present in test cases, and simply—a new one at that, introducing a narrative similar to that found in the cohesiveness and context of test scenarios. This combination of the methodologies is laying a base for the testing approach, which is visionary over its predecessors. The narrative structure of Test Outlines goes beyond the boundaries of all steps of a test case and instead draws these steps into a convincing storyline of a user journey through the software. This sets a narrative lens, not only for simplified, overall testing documentation but also for a holistic way that end-users will interact with the software in real settings. This depth allows for much more scope in understanding the testing process, moving it from a simple step checklist to a dynamic heuristic around the user experience. On the other hand, a narrative approach will inspire movement from isolated functionality with an interrelationship of the features. This builds up capability in identifying critical dependencies, potential integration issues, and system behavior in general during the user's interface. The narrative is a tool that eases cognitive functions in the mental modeling of user experiences and their likely tribulations on the part of the testing teams. The Test Outline essentially indulges in a paradigm shift: compactifying conventional stepwise test cases to elevate the testing process through narrative-driven exploration. It is a new approach that overcomes the limitations of traditional methodologies and, in fact, has a better understanding of the fine dynamics set up between software and its users for allowing a more effective and exhaustive testing exercise.

Test Outlines: A Novel Approach to Software Testing

You can jump to any section of y The National Cislunar Science & Technology Strateg here. The longer term: a new sphere of human activity Cislunar space is vast. Its volume of space is more than 2,000 times larger than the entire region of space within geosynchronous orbit, and the furthest region of Cislunar space is more than twelve times the distance of geosynchronous orbit from Earth. Spacecraft can operate in a variety of trajectories in Cislunar space including Lunar orbit, trans-lunar trajectories, and in families of orbits in the large regions around Earth-Moon Lagrange points. A critical region of Cislunar space is the surface of the Moon itself. The Moon is tidally-locked, meaning one hemisphere (the “near side”) always faces the Earth, while the “far side” cannot be seen from Earth. This allows direct communication from Earth to the near side, but keeps the far side in the Shielded Zone of the Moon. The polar regions of the Moon are especially resource rich. Special locations include topographic peaks that are in near-continuous sunlight, and extremely cold, permanently shadowed regions that may preserve substantial deposits of ancient ice and other useful chemical compounds only found in trace amounts in other parts of the Moon. In addition to government space programs, many other kinds of entities (spanning commercial, nonprofit, and academic actors) are also expected to be operating in Cislunar space in the years ahead. The vision articulated in this document is designed to engage and be relevant to all space-faring entities as part of advancing a sustainable “Cislunar ecosystem.” To implement this vision, it will be necessary for the U.S. government to collaborate with other entities in the Cislunar ecosystem on a broad range of capabilities, standards, and infrastructure. The United States continues to engage the international community to uphold and strengthen a rulesbased international order for space, including in Cislunar space. Multiple international agreements already govern Cislunar space, including activities on the Lunar surface. This strategy is designed to be fully consistent with those agreements as well as other non-legally binding instruments that are applicable to Cislunar space. Particularly relevant to this strategy are the Outer Space Treaty of 1967,[5] the Rescue Agreement of 1968, [6] the Registration Convention,[7] the Liability Convention,[8] the ITU Radio Regulations,[9] the Artemis Accords,[10] additional efforts of the United Nations Committee on Peaceful Uses of Outer Space (COPUOS),[11] and other ongoing multilateral discussions and international treaties. 5 Treaty on Principles Governing the Activities of States in the Exploration and Use of Outer Space, Including the Moon and other Celestial Bodies, United Nations Office for Outer Space Affairs [6] Agreement on the Rescue of Astronauts, the Return of Astronauts, and the Return of Objects Launched into Outer Space, United Nations (UN) Office for Outer Space Affairs [7] Convention on Registration of Objects Launched into Outer Space, UN Office for Outer Space Affairs [8] Convention on International Liability for Damage Caused by Space Objects, UN Office for Outer Space Affairs [9] ITU Radio Regulations, World Radiocommunication Conferences [10] The Artemis Accords, Principles for Cooperation in the Civil Exploration and Use of the Moon, Mars, Comets, and Asteroids for Peaceful Purposes, NASA [11] Committee on the Peaceful Uses of Outer Space, United Nations Office for Outer Space Affairs This content was initially published on in November 2022. whitehouse.gov This content has been broken-up into bite sized sections, each with unique headlines and AI-generated lead images, in line with the provisions of Creative Commons 3.0.

U.S. Outlines Ambitious Plans for Human Activities on the Moon 

You can jump to any section of y The National Cislunar Science & Technology Strateg here. The U.S. S&T approach to Cislunar space The decade ahead is critically important for exploration of Cislunar space, including the Lunar surface. The U.S. government, other countries, and private entities are all planning to send spacecraft into and through Cislunar space in the coming years. NASA estimates that over the next ten years human activity in Cislunar space will be equal to or exceed all that has occurred in this region since the Space Age began in 1957. The growth of current and planned activities in Cislunar space is driven by decreasing launch costs, advanced and increasingly commodified space technologies, growing commercial interest in space activities, new missions by national space programs that are motivated by national and geopolitical ambitions, and the utility of Cislunar activities as a programmatic step toward some future missions into the solar system. These trends have opened Cislunar space as a new domain of diverse human activities, and spacefaring actors will begin to set important new precedents across the next decade. Leadership by the United States and its international partners will support the responsible, peaceful, and sustainable exploration and use of Cislunar space, including the Moon. Fostering scientific discovery, economic development, and international cooperation are essential to sustaining this leadership. With this framework, the Cislunar S&T Strategy provides four objectives for the early years of Cislunar growth: (1) Support research and development (R&D) to enable long-term growth in Cislunar space. (2) Expand international S&T cooperation in Cislunar space. (3) Extend U.S. space situational awareness capabilities into Cislunar space. (4) Implement Cislunar communications and PNT capabilities with scalable and interoperable approaches. All four S&T objectives support the U.S. vision of responsible, peaceful, and sustainable exploration and use of Cislunar space, including the Moon. Visionary R&D can foster world-leading scientific discovery; new approaches created in R&D enable responsible and sustainable space activities, enable economic development, and promote peaceful uses of space to the benefit of all. International S&T cooperation can foster peace, develop responsible practices, and create collaborations to enable enduring human presence in Cislunar space, including at the Moon. Extending space situational awareness (SSA) into Cislunar space creates a necessary foundation to promote and sustain responsible spaceflight practices, and enables transparency to promote peaceful and cooperative uses of Cislunar space. Finally, implementing needed Cislunar communications and PNT capabilities with scalable and interoperable approaches, analogous to development of early internet technologies, can foster commercial development necessary for sustainable activities, build early technology ecosystems based on cooperation around shared values, and advance responsible and safe spaceflight practices. These objectives build on enduring strengths of the United States, including a global network of allies and international partners, the ability to draw the world’s best talent and recombine it with the benefits of diversity, world-leading universities and higher education, private sector innovation ecosystems built on competition and self-correction, the rule of law and open science, and a culture of new beginnings. This content was initially published on in November 2022. whitehouse.gov This content has been broken-up into bite sized sections, each with unique headlines and AI-generated lead images, in line with the provisions of Creative Commons 3.0.

The U.S. Outlines Scientific and Technological Vision for Cislunar Frontier

Technologically advanced from the moment you land on their website. Slick, eye-catching and “dynamic” due to animation elements that complicate the process of perceiving and evaluating the company's work, leading to a stereotypical assumption that we're dealing with more of a marketing agency than a 3D visualization studio. Simple and minimalist, with portfolios full of works “in line with the deadly dull”. Bright and garish, inevitably catching the eye after the “sterile” teams (who either follow current trends and have the ability to create the illusion of reality, or struggle with their own brand positioning). Subtly attractive, reflecting a true commitment to sustainability through every “clean line” of architectural objects. Old-fashioned, but with a tendency to conquer modernity with their authenticity... I have reviewed dozens of 3D visualization studios scattered across the globe, from Switzerland’s Valaiselena to the bustling streets of London. And I can say that, depending on cultural codes (or perhaps a simple “national” alignment in tastes) or the basic “technical” potential, each of them may not fit “size-wise” for everyone. And this is despite the fact that, at first glance, the team seems to cover every possible need of the client. This initial assessment can often be misleading – turning into disappointment for the "customer" who has already envisioned vibrant yacht renders on their website! But they don’t do those... Due to the technological advancements in the 3D field, its products (ranging from architectural visualizations or panoramic “shots” of houses integrated into mountain landscapes, to spaces designed for the metaverse) have become powerful tools for extracting either short-term or long-term, commercial or mutual benefits. That’s all true. But this "everything" also largely depends on the situation, as the individual request of the client requires a specific and precise solution. What does this mean? It means that browsing and getting inspired by portfolios is pleasant (especially when the renders are detailed, vivid and high quality), but it’s better when their work aligns with the “products” they claim to deliver. It means that the lack of a clearly outlined development process may either indicate an unprofessional approach or, conversely, be an intriguing part of marketing... Who knows? I only know the basic truths that one should pay attention to when choosing that coveted, responsible studio. And here is their list! Influential Rendering – a Business Boost The demand for 3D visualization and rendering studios is driven by the rapid growth of the impact that "beautiful" images have, first and foremost, on business. Through a comprehensive presentation, where the effectiveness of visualizations – such as for hotel chains – is backed by a well-structured narrative of the project’s goals, it is possible not only to make a powerful impression on investors but also to demonstrate the advantages of investing in infrastructure development. The 3D product is integrated into virtually every sphere of life. New beauty salons, existing online stores losing loyal customers, real estate developers needing to generate demand for properties before they are completed, and marketing agencies offering services on behalf of individual clients, all require 3D visualizations. In general, an accurate "image" is a crucial step that influences the perception of the final product, whether it’s an architectural structure, interior design, or a new product on the market. For this reason, it’s essential to choose the right 3D visualization studio that will understand your idea and bring it to life with precision and detail. Versatility and Diversity of the Portfolio Our main concern is creating spaces or objects that touch people's lives. Good design should offer a singular experience to those who encounter or inhabit it; it should be memorable, characterful, and surprising – a timeless design that speaks powerfully to both place and people – said the founder of Autoban. I believe that reflecting designs in a portfolio that remain relevant beyond the constraints of time is something only true professionals can achieve. And if you can assess this quality over time, you are likely dealing with the best in the field. However, what truly sets the company apart in a competitive market is its ability to work effectively not only with interiors but also with exteriors – whether it’s homes, villas, yachts, or cars. This means the portfolio must be diverse. Such a level of "preparation" may subtly hint at hidden technical aspects of the company that the client might not be aware of until they speak with a manager: the number of employees (after all, one person can’t do everything), the ability to meet expectations (what if a client needs a faucet model that is available in their portfolio?), and so on. The portfolio reflects the product’s specificity and signals a green light to the client that the product is ready to be "ordered". How to Adapt Unreal Engine for Archviz Needs This is a question that doesn’t need to be asked by those who keep up with not only the updates from Epic Games but also stay tuned to the latest releases of rendering engines and modeling software in general. In fact, the combination of the words “adaptation” and “Unreal Engine” is increasingly becoming a marker of an artist’s qualifications – specifically, 3D visualization studios. And here, we’re not talking about blindly following a trend that would automatically label you as a programmer who has mastered only the Blueprint system (although this is a bonus in itself). No. What’s important is always knowing how to extract the knowledge that will help optimize and streamline the process of creating projects faster (without sacrificing quality). After all, Twinmotion within the context of archviz is equally invaluable, isn’t it? Understanding Client Needs Asking the right questions is a valuable skill, and it should be inherent to any studio. The success of a project lies in the ability to "extract" details, as this ensures accurate execution and eliminates any risks of errors. The better the studio understands the tasks and goals, the faster – and even more cost-effectively –they can bring your vision to life. \In our field, the ability to accurately understand the context in which a client presents their task and to identify their expectations is key to success. The better we grasp the essence of their idea, the faster and more efficiently we can bring that vision to life through 3D visualization technologies. This enables us to achieve excellent results while also reducing costs for the client – said Alexander Kasperovich, CEO Studio 57. Transparency of the Process I’ve already touched on the topic of “transparency” when discussing how 3D studios fill their websites with detailed information about their working algorithms. This concept extends even further – into communication. The absence of uncertainty is a guarantee that the client will be satisfied, leave a positive review about how carefully we addressed their concerns, and even recommend us to their acquaintances. Flexibility or project adjustments A studio that is open to revisions demonstrates its commitment to quality that borders on perfection (understanding that true perfection isn’t always attainable). A good company knows that top-tier 3D visualization doesn’t happen on the first try and is always ready to make adjustments. Openness to constructive criticism is a crucial aspect of successful collaboration. Technologically advanced from the moment you land on their website. Slick, eye-catching and “dynamic” due to animation elements that complicate the process of perceiving and evaluating the company's work, leading to a stereotypical assumption that we're dealing with more of a marketing agency than a 3D visualization studio. Simple and minimalist, with portfolios full of works “in line with the deadly dull”. Bright and garish, inevitably catching the eye after the “sterile” teams (who either follow current trends and have the ability to create the illusion of reality, or struggle with their own brand positioning). Subtly attractive, reflecting a true commitment to sustainability through every “clean line” of architectural objects. Old-fashioned, but with a tendency to conquer modernity with their authenticity... I have reviewed dozens of 3D visualization studios scattered across the globe, from Switzerland’s Valaiselena to the bustling streets of London. And I can say that, depending on cultural codes (or perhaps a simple “national” alignment in tastes) or the basic “technical” potential, each of them may not fit “size-wise” for everyone. And this is despite the fact that, at first glance, the team seems to cover every possible need of the client. This initial assessment can often be misleading – turning into disappointment for the "customer" who has already envisioned vibrant yacht renders on their website! But they don’t do those... Due to the technological advancements in the 3D field, its products (ranging from architectural visualizations or panoramic “shots” of houses integrated into mountain landscapes, to spaces designed for the metaverse) have become powerful tools for extracting either short-term or long-term, commercial or mutual benefits. That’s all true. But this "everything" also largely depends on the situation, as the individual request of the client requires a specific and precise solution. What does this mean? It means that browsing and getting inspired by portfolios is pleasant (especially when the renders are detailed, vivid and high quality), but it’s better when their work aligns with the “products” they claim to deliver. It means that the lack of a clearly outlined development process may either indicate an unprofessional approach or, conversely, be an intriguing part of marketing... Who knows? I only know the basic truths that one should pay attention to when choosing that coveted, responsible studio. And here is their list! Influential Rendering – a Business Boost Influential Rendering – a Business Boost The demand for 3D visualization and rendering studios is driven by the rapid growth of the impact that "beautiful" images have, first and foremost, on business. Through a comprehensive presentation, where the effectiveness of visualizations – such as for hotel chains – is backed by a well-structured narrative of the project’s goals, it is possible not only to make a powerful impression on investors but also to demonstrate the advantages of investing in infrastructure development. The 3D product is integrated into virtually every sphere of life. New beauty salons, existing online stores losing loyal customers, real estate developers needing to generate demand for properties before they are completed, and marketing agencies offering services on behalf of individual clients, all require 3D visualizations. In general, an accurate "image" is a crucial step that influences the perception of the final product, whether it’s an architectural structure, interior design, or a new product on the market. For this reason, it’s essential to choose the right 3D visualization studio that will understand your idea and bring it to life with precision and detail. Versatility and Diversity of the Portfolio Versatility and Diversity of the Portfolio Our main concern is creating spaces or objects that touch people's lives. Good design should offer a singular experience to those who encounter or inhabit it; it should be memorable, characterful, and surprising – a timeless design that speaks powerfully to both place and people Our main concern is creating spaces or objects that touch people's lives. Good design should offer a singular experience to those who encounter or inhabit it; it should be memorable, characterful, and surprising – a timeless design that speaks powerfully to both place and people – said the founder of Autoban . Autoban Autoban I believe that reflecting designs in a portfolio that remain relevant beyond the constraints of time is something only true professionals can achieve. And if you can assess this quality over time, you are likely dealing with the best in the field. However, what truly sets the company apart in a competitive market is its ability to work effectively not only with interiors but also with exteriors – whether it’s homes, villas, yachts, or cars. This means the portfolio must be diverse. Such a level of "preparation" may subtly hint at hidden technical aspects of the company that the client might not be aware of until they speak with a manager: the number of employees (after all, one person can’t do everything), the ability to meet expectations (what if a client needs a faucet model that is available in their portfolio?), and so on. The portfolio reflects the product’s specificity and signals a green light to the client that the product is ready to be "ordered". How to Adapt Unreal Engine for Archviz Needs How to Adapt Unreal Engine for Archviz Needs This is a question that doesn’t need to be asked by those who keep up with not only the updates from Epic Games but also stay tuned to the latest releases of rendering engines and modeling software in general. Epic Games Epic Games In fact, the combination of the words “adaptation” and “Unreal Engine” is increasingly becoming a marker of an artist’s qualifications – specifically, 3D visualization studios. And here, we’re not talking about blindly following a trend that would automatically label you as a programmer who has mastered only the Blueprint system (although this is a bonus in itself). No. What’s important is always knowing how to extract the knowledge that will help optimize and streamline the process of creating projects faster (without sacrificing quality). After all, Twinmotion within the context of archviz is equally invaluable, isn’t it? Understanding Client Needs Understanding Client Needs Asking the right questions is a valuable skill, and it should be inherent to any studio. The success of a project lies in the ability to "extract" details, as this ensures accurate execution and eliminates any risks of errors. The better the studio understands the tasks and goals, the faster – and even more cost-effectively –they can bring your vision to life. \In our field, the ability to accurately understand the context in which a client presents their task and to identify their expectations is key to success. The better we grasp the essence of their idea, the faster and more efficiently we can bring that vision to life through 3D visualization technologies. This enables us to achieve excellent results while also reducing costs for the client \In our field, the ability to accurately understand the context in which a client presents their task and to identify their expectations is key to success. The better we grasp the essence of their idea, the faster and more efficiently we can bring that vision to life through 3D visualization technologies. This enables us to achieve excellent results while also reducing costs for the client – said Alexander Kasperovich, CEO Studio 57. CEO Studio 57. CEO Studio 57. Transparency of the Process I’ve already touched on the topic of “transparency” when discussing how 3D studios fill their websites with detailed information about their working algorithms. This concept extends even further – into communication. The absence of uncertainty is a guarantee that the client will be satisfied, leave a positive review about how carefully we addressed their concerns, and even recommend us to their acquaintances. Flexibility or project adjustments Flexibility or project adjustments A studio that is open to revisions demonstrates its commitment to quality that borders on perfection (understanding that true perfection isn’t always attainable). A good company knows that top-tier 3D visualization doesn’t happen on the first try and is always ready to make adjustments. Openness to constructive criticism is a crucial aspect of successful collaboration.

100% Match: How to Know You’ve Found a 3D Visualization Studio that Will Bring Your Dreams to Life?

Building a Data Strategy: Aligning Data With Business Goals for Maximum Impact

Why Everyone is Wrong About the Future of Work™

কেন সবাই কাজের ভবিষ্যত সম্পর্কে ভুল ™

Warum alle falsch liegen, wenn sie über die Zukunft der Arbeit sprechen™

Por qué todo el mundo está equivocado sobre el futuro del trabajo™

Pourquoi tout le monde se trompe sur l’avenir du travail™

काम के भविष्य के बारे में हर कोई गलत क्यों है™

誰もが仕事の未来について間違っている理由™

왜 모든 사람이 미래의 일에 대해 틀렸는가?™

Por que todos estão errados sobre o futuro do trabalho™

Почему все ошибаются относительно будущего работы™

Neden Herkes Çalışmanın Geleceği Hakkında Yanılıyor?™

Tại sao mọi người đều sai về tương lai của công việc™

为什么每个人对工作的未来都有误解™

Authors:
(1) Guillaume Staerman, INRIA, CEA, Univ. Paris-Saclay, France;
(2) Marta Campi, CERIAH, Institut de l’Audition, Institut Pasteur, France;
(3) Gareth W. Peters, Department of Statistics & Applied Probability, University of California Santa Barbara, USA. Table of Links Abstract and 1. Introduction 2. Background & Preliminaries 2.1. Functional Isolation Forest 2.2. The Signature Method 3. Signature Isolation Forest Method 4. Numerical Experiments 4.1. Parameters Sensitivity Analysis 4.2. Advantages of (K-)SIF over FIF 4.3. Real-data Anomaly Detection Benchmark 5. Discussion & Conclusion, Impact Statements, and References Appendix A. Additional Information About the Signature B. K-SIF and SIF Algorithms C. Additional Numerical Experiments 3. Signature Isolation Forest Method With Kernel Signature Isolation Forest (K-SIF), we aim to leverage the truncated kernel signature (Kiraly and Oberhauser, 2019) to overcome the linearity constraint imposed by the inner product in FIF. In contrast to FIF, which explores only one function characteristic at each node using a unique inner product with the function sampled in the dictionary, K-SIF captures significantly more information. This is achieved by computing several coefficient signatures, summarizing multiple data attributes at each node. The ability to explore non-linear directions in the feature space through the kernel signature makes the algorithm more efficient for an equivalent computational cost (refer to Figure 9 in the Appendix With Signature Isolation Forest (SIF), the aim is to leverage the coordinate signature and remove any restrictions imposed by FIF and K-SIF. We replace the use of a dictionary D and rely on the coordinate signature only to detect anomalies. The intuition is to provide a more straightforward, entirely data-driven solution and remove any a priori required choice. The construction procedures of (K-)SIF are now described. Splitting Criterion. The difference between a ksi-tree and a si-tree lies in the splitting criterion computed at each node of both trees. Below, we detail the splitting procedures occurring at a particular internal node for both algorithms. The following step is to choose uniformly and at random a split value γ such that The children datasets are given as A ksi-tree is built by iterating this procedure until all training data curves are isolated. Signature Isolation Forest. In contrast to ksi-trees, the definition of a si-tree will rely on using a different split criterion, expressed according to the following procedure. Once again, the depth of the truncation level k has to be chosen a priori, but no dictionaries nor distribution has to be set. Here, at each internal node (p, q), a coordinate (i1, . . . , iℓ) is chosen randomly and uniformly in the set The children datasets are given as A si-tree is also built by iterating this procedure until all training data curves are isolated. The two algorithms of K-SIF and SIF are summarized in the Appendix B. where c(m) is the average path length of unsuccessful searches in a binary search tree and m the size of the subsample linked to each tree. Parameters of K-SIF and SIF. For both algorithms, key parameters typical of isolation forest-based methods, such as the number of trees N or the subsample size m, must be pre-selected (Liu et al., 2008). The truncated level k of the signature depth must also be chosen. In the case of K-SIF, similar to FIF, selecting a dictionary D and a distribution ν is required. We opt to implement three standard dictionaries (also utilized in FIF): ‘Brownian’, representing a traditional Brownian motion path; ‘Cosine’, employing a cosine basis; and ‘Gaussian wavelets’, utilizing a Gaussian wavelets basis. In contrast, SIF does not require any of these sensitive parameters. We follow the approach outlined in Morrill et al. (2019) to enhance the algorithms’ performance by introducing a split window parameter ω. This implies that, at each tree node, the truncated signature is computed on a randomly selected portion of the functions with a size of ⌊p/ω⌋. 4. Numerical Experiments This section presents a series of numerical experiments supporting the proposed class of AD methods. We organize the experiments into three categories. First, a parameter sensitivity analysis sheds light on the behavior of the parameters algorithms and provides insights for achieving optimal performances. Subsequently, we compare (K-)SIF and FIF, illustrating the validity of such methods and showcasing the power of the signature in the context of AD solutions. Finally, we perform a benchmark that compares several existing AD methods on various real datasets. This benchmark aims to demonstrate the results in real applications and assess the overall performance of these algorithms relative to other AD methods documented in the literature. This paper is available on arxiv under CC BY 4.0 DEED license. Authors: (1) Guillaume Staerman, INRIA, CEA, Univ. Paris-Saclay, France; (2) Marta Campi, CERIAH, Institut de l’Audition, Institut Pasteur, France; (3) Gareth W. Peters, Department of Statistics & Applied Probability, University of California Santa Barbara, USA. Authors: Authors: (1) Guillaume Staerman, INRIA, CEA, Univ. Paris-Saclay, France; (2) Marta Campi, CERIAH, Institut de l’Audition, Institut Pasteur, France; (3) Gareth W. Peters, Department of Statistics & Applied Probability, University of California Santa Barbara, USA. Table of Links Abstract and 1. Introduction Abstract and 1. Introduction 2. Background & Preliminaries 2. Background & Preliminaries 2.1. Functional Isolation Forest 2.1. Functional Isolation Forest 2.2. The Signature Method 2.2. The Signature Method 3. Signature Isolation Forest Method 3. Signature Isolation Forest Method 4. Numerical Experiments 4. Numerical Experiments 4.1. Parameters Sensitivity Analysis 4.1. Parameters Sensitivity Analysis 4.2. Advantages of (K-)SIF over FIF 4.2. Advantages of (K-)SIF over FIF 4.3. Real-data Anomaly Detection Benchmark 4.3. Real-data Anomaly Detection Benchmark 5. Discussion & Conclusion, Impact Statements, and References 5. Discussion & Conclusion, Impact Statements, and References Appendix A. Additional Information About the Signature A. Additional Information About the Signature B. K-SIF and SIF Algorithms B. K-SIF and SIF Algorithms C. Additional Numerical Experiments C. Additional Numerical Experiments 3. Signature Isolation Forest Method With Kernel Signature Isolation Forest (K-SIF), we aim to leverage the truncated kernel signature (Kiraly and Oberhauser, 2019) to overcome the linearity constraint imposed by the inner product in FIF. In contrast to FIF, which explores only one function characteristic at each node using a unique inner product with the function sampled in the dictionary, K-SIF captures significantly more information. This is achieved by computing several coefficient signatures, summarizing multiple data attributes at each node. The ability to explore non-linear directions in the feature space through the kernel signature makes the algorithm more efficient for an equivalent computational cost (refer to Figure 9 in the Appendix With Signature Isolation Forest (SIF), the aim is to leverage the coordinate signature and remove any restrictions imposed by FIF and K-SIF. We replace the use of a dictionary D and rely on the coordinate signature only to detect anomalies. The intuition is to provide a more straightforward, entirely data-driven solution and remove any a priori required choice. The construction procedures of (K-)SIF are now described. Splitting Criterion. The difference between a ksi-tree and a si-tree lies in the splitting criterion computed at each node of both trees. Below, we detail the splitting procedures occurring at a particular internal node for both algorithms. Splitting Criterion. The following step is to choose uniformly and at random a split value γ such that The children datasets are given as A ksi -tree is built by iterating this procedure until all training data curves are isolated. ksi Signature Isolation Forest. In contrast to ksi-trees, the definition of a si-tree will rely on using a different split criterion, expressed according to the following procedure. Once again, the depth of the truncation level k has to be chosen a priori, but no dictionaries nor distribution has to be set. Here, at each internal node (p, q), a coordinate (i1, . . . , iℓ) is chosen randomly and uniformly in the set The children datasets are given as A si-tree is also built by iterating this procedure until all training data curves are isolated. The two algorithms of K-SIF and SIF are summarized in the Appendix B. where c(m) is the average path length of unsuccessful searches in a binary search tree and m the size of the subsample linked to each tree. c(m) m Parameters of K-SIF and SIF. For both algorithms, key parameters typical of isolation forest-based methods, such as the number of trees N or the subsample size m, must be pre-selected (Liu et al., 2008). The truncated level k of the signature depth must also be chosen. In the case of K-SIF, similar to FIF, selecting a dictionary D and a distribution ν is required. We opt to implement three standard dictionaries (also utilized in FIF): ‘Brownian’, representing a traditional Brownian motion path; ‘Cosine’, employing a cosine basis; and ‘Gaussian wavelets’, utilizing a Gaussian wavelets basis. In contrast, SIF does not require any of these sensitive parameters. We follow the approach outlined in Morrill et al. (2019) to enhance the algorithms’ performance by introducing a split window parameter ω. This implies that, at each tree node, the truncated signature is computed on a randomly selected portion of the functions with a size of ⌊p/ω⌋. Parameters of K-SIF and SIF. 4. Numerical Experiments This section presents a series of numerical experiments supporting the proposed class of AD methods. We organize the experiments into three categories. First, a parameter sensitivity analysis sheds light on the behavior of the parameters algorithms and provides insights for achieving optimal performances. Subsequently, we compare (K-)SIF and FIF, illustrating the validity of such methods and showcasing the power of the signature in the context of AD solutions. Finally, we perform a benchmark that compares several existing AD methods on various real datasets. This benchmark aims to demonstrate the results in real applications and assess the overall performance of these algorithms relative to other AD methods documented in the literature. This paper is available on arxiv under CC BY 4.0 DEED license. This paper is available on arxiv under CC BY 4.0 DEED license. available on arxiv

Redefining Anomaly Detection with Signature Isolation Forests

From OpenAI to Closed AI: Custom Chips Are Closing The Doors—What’s Next? 

Ад OpenAI да закрытага AI: Карыстальніцкія мікрасхемы зачыняюць дзверы - што далей? 

De l'OpenAI a la IA tancada: els xips personalitzats estan tancant les portes: què passa? 

Von OpenAI zu Closed AI: Kundenspezifische Chips schließen die Türen – was kommt als Nächstes?

Από το OpenAI στο Closed AI: Τα προσαρμοσμένα τσιπ κλείνουν τις πόρτες—Τι ακολουθεί; 

De la IA abierta a la IA cerrada: los chips personalizados están cerrando las puertas. ¿Qué sigue?

Az OpenAI-tól a zárt mesterséges intelligenciaig: Az egyedi chipek bezárják az ajtókat – mi a következő lépés? 

Dari OpenAI ke AI Tertutup: Chip Kustom Menutup Pintu—Apa Selanjutnya?

OpenAI からクローズド AI へ: カスタム チップが扉を閉ざす — 次は何が起こるのか?

Kobanda na OpenAI tii na AI oyo ekangami: Ba puces personnalisées ezali kokanga ba portes —What’s Next? 

له OpenAI څخه تړل شوي AI ته: دودیز چپس دروازې بندوي — بیا څه دي؟ 

От открытого ИИ к закрытому ИИ: кастомные чипы закрывают двери — что дальше?

Від відкритого штучного інтелекту до закритого штучного інтелекту: спеціальні мікросхеми закривають двері — що далі? 

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