Best AI tools for< Spatial Mapping >

Orbbec is a leading provider of 3D vision technology, offering a wide range of 3D cameras and sensors for various applications. With a focus on AI, optics, and advanced algorithms, Orbbec empowers developers and enterprises to create immersive experiences, precise measurements, and advanced visualizations. Their products include stereo vision cameras, ToF cameras, structured light cameras, camera computers, and lidar sensors, catering to industries such as manufacturing, healthcare, robotics, fitness, logistics, and retail.

The website offers an AI Spatial Design tool that revolutionizes spatial design by providing advanced intelligence for creating and interacting with spaces. It features high-fidelity 3D modeling, real-time interaction, and transforming photos into visual experiences. Users can customize their buyer journey, boost walk-ins, and elevate living spaces with spatial intelligence. The tool also offers services for cabinet design, flooring, wall fill, countertop fill, furniture replacement, interior design, home redesign, partial remodel, and virtual staging.

Spatial.ai is a customer segmentation platform that helps businesses understand their customers' social, mobile, and web behaviors. This data can be used to create targeted marketing campaigns, make better location decisions, and develop predictive models. Spatial.ai's data is built directly from organic consumer behavior, which means richer insights and higher accuracy.

Nucleai is an AI-driven spatial biomarker analysis tool that leverages military intelligence-grade geospatial AI methods to analyze complex cellular interactions in a patient's biopsy. The platform offers a first-of-its-kind multimodal solution by ingesting images from various modalities and delivering actionable insights to optimize biomarker scoring, predict response to therapy, and revolutionize disease diagnosis and treatment.

Meltface Typeface is a book about the future of design in the age of AI agents, spatial computing, and ambient UX. It is written by Casey Fictum, a designer and philosopher who has been thinking about the future of technology for over 20 years. The book is divided into nine chapters, each of which explores a different aspect of the future of design. Chapter 1, "The Dawn of Ambient Intelligence," discusses the rise of AI agents and their potential to change the way we live and work. Chapter 2, "Artificial - This Thing Isn't Human," explores the challenges of designing AI agents that are both useful and ethical. Chapter 3, "Spatial - Around My Reality," discusses the potential of spatial computing to create new and immersive experiences. Chapter 4, "Ambient - There, But Not," explores the concept of ambient UX and how it can be used to create more seamless and intuitive experiences. Chapter 5, "Actioned - Do Things on Our Behalf," discusses the potential of AI agents to automate tasks and help us get things done. Chapter 6, "Philosophy for AI Agent Design," provides a philosophical framework for designing AI agents that are both ethical and effective. Chapter 7, "Frameworks for the Future of Design," provides a set of frameworks for thinking about the future of design. Chapter 8, "Guessing the Future of UX Design," speculates on what the future of UX design might look like. Chapter 9, "Finding Meaning & Purpose in the Future of Design," discusses the challenges and opportunities of designing for a future that is increasingly shaped by AI.

Avataar.ai is an AI-driven platform that offers easy, high-quality solutions for brand's visual content needs. It provides services like creating 3D models, spatial experiences, and imagery using cutting-edge AI technology. Avataar's AI-led asset creation platform enables users to generate immersive visual content with minimal inputs, driving instant impact and enhancing product visuals across marketing applications.

FlyPix is an AI-enabled geospatial solutions platform that leverages advanced AI technology to transform object detection, localization, tracking, and monitoring in the field of geospatial technology. The platform offers a wide range of capabilities, including AI-driven object analysis, change and anomaly detection, dynamic tracking, and custom use cases tailored to meet unique industry needs. FlyPix aims to provide unparalleled precision and efficiency in operations by converting complex imagery into actionable, geo-referenced insights.

Rerun is an SDK, time-series database, and visualizer for temporal and multimodal data. It is used in fields like robotics, spatial computing, 2D/3D simulation, and finance to verify, debug, and explain data. Rerun allows users to log data like tensors, point clouds, and text to create streams, visualize and interact with live and recorded streams, build layouts, customize visualizations, and extend data and UI functionalities. The application provides a composable data model, dynamic schemas, and custom views for enhanced data visualization and analysis.

Flux AI is an image generator tool that utilizes the Flux.1 model to create stunning images from text descriptions. It offers precision text rendering, complex composition mastering, enhanced anatomical accuracy, and diverse model variants to cater to various creative needs. Users can easily generate images by selecting the model, entering a description, and clicking 'Generate'. Flux AI is open-source and developed by Black Forest Labs, providing a seamless experience for image creation.

Zensors is an AI application that offers visual AI agents for real-world understanding. It provides a Spatial AI platform for spatial monetization, Virtual Manager AI solution for automating location operations, and On-Prem AI for understanding spaces, monitoring service processes, and forecasting accurately. Zensors utilizes multimodal AI for video understanding and spatial AI for structuring unstructured data. The application caters to various industries like Aviation, Retail, and Commercial Real Estate, offering operational efficiencies, strategic planning, financial performance, safety, and sustainability through precision control over large complex spaces.

Outsight is an AI application that utilizes LiDAR technology to provide end-to-end passenger journey tracking, enhance airport operations, improve security solutions, and transform various industries. The application offers high-accuracy, all-weather monitoring, reduces false alarms, and enhances perimeter and access control. Outsight collaborates with industry leaders to deliver unprecedented solutions in the field of Spatial AI, making spaces truly smart and revolutionizing the way we perceive reality.

Herewe Studio is a web-based 3D modeling studio that offers an easy-to-use platform for spatial and avatar design. It provides an advanced 3D render engine on the web, eliminating the need for heavy render engines for high-quality metaverse experiences. Users can leverage the Herewe 3D asset ecosystem to place objects in existing spatial templates and create immersive 3D designs. The platform also features a Text-to-3D AI for spatial and avatar design using Generative AI. Additionally, Herewe Studio allows users to add ambient light effects, 3rd party extensions, and various contents to enhance their creations.

DecorAI.xyz is an AI-driven interior design tool that allows users to generate dream rooms using artificial intelligence. By simply taking a picture of a room, users can see how it looks in different themes and receive personalized design suggestions. With exceptional training on a massive dataset of 160 million design samples, DecorAI optimizes spatial layouts, provides cost-effective design solutions, and saves time compared to traditional interior design methods. The tool caters to homeowners, renters, and small businesses looking to redesign their spaces without the need for an expensive interior designer.

Algoriddim is a leading DJ software and app provider that offers award-winning DJ software seamlessly integrated with Apple Music. With features like Apple Music integration, digital vinyl control, and Neural Mix technology, Algoriddim provides DJs with a powerful and intuitive experience on mobile, desktop, and spatial devices. The company also offers DJ school courses taught by industry experts to help users learn and sharpen their DJ skills. Algoriddim aims to revolutionize the DJing experience by combining cutting-edge technology with user-friendly interfaces.

EDGE is an AI-powered tool for editable dance generation from music. It utilizes a transformer-based diffusion model paired with Jukebox music feature extractor to create realistic and physically-plausible dances while remaining faithful to input music. The tool offers powerful editing capabilities such as joint-wise conditioning, motion in-betweening, and dance continuation. EDGE has been compared to other methods like Bailando and FACT, with human raters strongly preferring dances generated by EDGE due to its high-quality choreographies. The tool supports arbitrary spatial and temporal constraints, enabling users to create dances of any length and apply various motion constraints for dance generation.

VOLV is an AI application that enhances the shopping experience by providing personalized product suggestions based on individual's facial/body features. It offers recommendations for eyewear, jewelry, makeup, personal grooming, and apparel, transforming the online shopping experience across various industries. Additionally, VOLV introduces Spatial Technology, allowing customers to engage with products in hyper-realistic 3D interactive lines and try products virtually before buying. The application prioritizes privacy and security, ensuring encrypted end-to-end experiences.

OddBooks is an AI tool that transforms books into scenarios, enabling users to create derivative works such as audiobooks, webtoons, animations, and movies. It simplifies the process by extracting dialogue, character names, emotions, spatial and sound keywords from the text, and inferring character personalities. With OddBooks, users can easily generate scripts for secondary works in a fraction of the time it would traditionally take. The platform revolutionizes scenario creation for book-based content, offering a unique and efficient solution for content creators.

Neurite is an innovative project that combines chaos theory and graph theory to create a digital interface that explores hidden patterns and connections for creative thinking. It offers a unique workspace blending fractals with mind mapping techniques, allowing users to navigate the Mandelbrot set in real-time. Nodes in Neurite represent various content types like text, images, videos, code, and AI agents, enabling users to create personalized microcosms of thoughts and inspirations. The tool supports synchronized knowledge management through bi-directional synchronization between mind-mapping and text-based hyperlinking. Neurite also features FractalGPT for modular conversation with AI, local AI capabilities for multi-agent chat networks, and a Neural API for executing code and sequencing animations. The project is actively developed with plans for deeper fractal zoom, advanced control over node placement, and experimental features.

Geoweaver is an in-browser software that enables users to easily compose and execute full-stack data processing workflows using online spatial data facilities, high-performance computation platforms, and open-source deep learning libraries. It provides server management, code repository, workflow orchestration software, and history recording capabilities. Users can run it from both local and remote machines. Geoweaver aims to make data processing workflows manageable for non-coder scientists and preserve model run history. It offers features like progress storage, organization, SSH connection to external servers, and a web UI with Python support.

AirSLAM is an efficient visual SLAM system designed to tackle short-term and long-term illumination challenges. It combines deep learning techniques with traditional optimization methods, featuring a unified CNN for keypoint and structural line extraction. The system includes a relocalization pipeline for map reuse, accelerated using C++ and NVIDIA TensorRT. Outperforming other SLAM systems in challenging environments, it runs at 73Hz on PC and 40Hz on embedded platforms.

This repository is a curated list of papers related to 3D tasks empowered by Large Language Models (LLMs). It covers tasks such as 3D understanding, reasoning, generation, and embodied agents. The repository also includes other Foundation Models like CLIP and SAM to provide a comprehensive view of the area. It is actively maintained and updated to showcase the latest advances in the field. Users can find a variety of research papers and projects related to 3D tasks and LLMs in this repository.

AI4Animation is a comprehensive framework for data-driven character animation, including data processing, neural network training, and runtime control, developed in Unity3D/PyTorch. It explores deep learning opportunities for character animation, covering biped and quadruped locomotion, character-scene interactions, sports and fighting games, and embodied avatar motions in AR/VR. The research focuses on generative frameworks, codebook matching, periodic autoencoders, animation layering, local motion phases, and neural state machines for character control and animation.

Transformers_And_LLM_Are_What_You_Dont_Need is a repository that explores the limitations of transformers in time series forecasting. It contains a collection of papers, articles, and theses discussing the effectiveness of transformers and LLMs in this domain. The repository aims to provide insights into why transformers may not be the best choice for time series forecasting tasks.

MegaDetector is an AI model that identifies animals, people, and vehicles in camera trap images (which also makes it useful for eliminating blank images). This model is trained on several million images from a variety of ecosystems. MegaDetector is just one of many tools that aims to make conservation biologists more efficient with AI. If you want to learn about other ways to use AI to accelerate camera trap workflows, check out our of the field, affectionately titled "Everything I know about machine learning and camera traps".

This repository contains a hand-curated list of great machine (deep) learning resources for Natural Language Processing (NLP) with a focus on Generative Pre-trained Transformer (GPT), Bidirectional Encoder Representations from Transformers (BERT), attention mechanism, Transformer architectures/networks, Chatbot, and transfer learning in NLP.

Recent LLM (Large Language Models)-based CV and multi-modal works.

Awesome-Segment-Anything is a powerful tool for segmenting and extracting information from various types of data. It provides a user-friendly interface to easily define segmentation rules and apply them to text, images, and other data formats. The tool supports both supervised and unsupervised segmentation methods, allowing users to customize the segmentation process based on their specific needs. With its versatile functionality and intuitive design, Awesome-Segment-Anything is ideal for data analysts, researchers, content creators, and anyone looking to efficiently extract valuable insights from complex datasets.

This repository, named Awesome-Embodied-Agent-with-LLMs, is a curated list of research related to Embodied AI or agents with Large Language Models. It includes various papers, surveys, and projects focusing on topics such as self-evolving agents, advanced agent applications, LLMs with RL or world models, planning and manipulation, multi-agent learning and coordination, vision and language navigation, detection, 3D grounding, interactive embodied learning, rearrangement, benchmarks, simulators, and more. The repository provides a comprehensive collection of resources for individuals interested in exploring the intersection of embodied agents and large language models.

Awesome AI is a curated list of artificial intelligence resources including courses, tools, apps, and open-source projects. It covers a wide range of topics such as machine learning, deep learning, natural language processing, robotics, conversational interfaces, data science, and more. The repository serves as a comprehensive guide for individuals interested in exploring the field of artificial intelligence and its applications across various domains.

AnnA is a Python script designed to create filtered decks in optimal review order for Anki flashcards. It uses Machine Learning / AI to ensure semantically linked cards are reviewed far apart. The script helps users manage their daily reviews by creating special filtered decks that prioritize reviewing cards that are most different from the rest. It also allows users to reduce the number of daily reviews while increasing retention and automatically identifies semantic neighbors for each note.

visionOS-examples is a repository containing accelerators for Spatial Computing. It includes examples such as Local Large Language Model, Chat Apple Vision Pro, WebSockets, Anchor To Head, Hand Tracking, Battery Life, Countdown, Plane Detection, Timer Vision, and PencilKit for visionOS. The repository showcases various functionalities and features for Apple Vision Pro, offering tools for developers to enhance their visionOS apps with capabilities like hand tracking, plane detection, and real-time cryptocurrency prices.

Expert in GIS, guiding users through learning, troubleshooting, automation and practical applications.

GIS specialist providing expert advice, analysis, and solutions related to geographic data.

Guides users through beautiful landscapes with spatial audio for immersion.

Receive trusted and up-to-date information on the metaverse and spatial computing, sourced from a curated database by Tom Ffiske. Updated weekly with the latest data, and current in Beta.

平面设计师、创意设计师、视觉设计师、空间设计师、艺术家、插画师、美术家、绘画师

A scholarly geography resource with extensive knowledge from books and papers.

Expert in QGIS Geometry Generator expressions, providing detailed, educational, and clear guides.

Guides on map reading and interpretation, with an educational and practical approach.