deepannotate-ai/industry_multimodal_v1
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🚀 About DeepAnnotate.ai
DeepAnnotate.ai is an open AI research organization building large-scale multimodal datasets, automated annotation pipelines, and AI infrastructure for next-generation Embodied AI, Robotics, Computer Vision, and Physical Intelligence.
We transform raw videos into research-ready datasets enriched with multimodal annotations:
| 🎥 RGB Video | 🌊 Depth | ✋ 2D Hand Pose | 🦾 3D Hand Pose | 📦 Object Detection |
|---|---|---|---|---|
| 🤝 HOI | 📈 Motion | 🛰 Pseudo IMU | 🛣 Trajectories | 🧠 Actions |
📊 Dashboard
| 🚗 Datasets | 🤖 Research Areas | 🛠 Modalities | 🌍 Status |
|---|---|---|---|
| 2000+ | 15+ | 12+ | 🟢 Active |
🌍 Featured Datasets
| Dataset | Domain | Status |
|---|---|---|
| 🚗 Car Driving Multimodal v1 | Autonomous Driving | 🟢 Public |
| 🐄 Cattle Farming Multimodal v1 | Agriculture | 🟢 Public |
| 🥬 Vegetable Harvesting Multimodal v1 | Smart Farming | 🟢 Public |
| 🏠 Household Multimodal v1 | Household Robotics | 🟢 Public |
| 🏭 Industry Multimodal v1 | Industrial Automation | 🟢 Public |
2000+ dataset samples across the five domains above, growing weekly.
🧠 Research Focus
| 🤖 Robotics | 🦾 Physical AI | 👁 Computer Vision | 📦 Object Detection | ✋ Hand Pose |
|---|---|---|---|---|
| 🤝 HOI | 🚶 Activity Recognition | 🛰 Motion Analytics | 📈 Trajectory Analysis | 🧠 VLMs |
| ⚡ VLA Models | 🌍 Embodied Intelligence | 📊 Multimodal Learning | 🚗 Autonomous Systems | 🌱 Agri AI |
⚡ Our Vision
Build one of the largest open ecosystems for multimodal datasets, annotation pipelines, and AI infrastructure powering the next generation of Physical AI and Robotics.
📦 Featured Dataset Collection
| 🚗 Car Driving | 🐄 Cattle Farming | 🥬 Vegetable Harvesting |
|---|---|---|
| Autonomous Driving · RGB · Depth · Hand Pose | Agriculture · Human Activity · Object Interaction | Agricultural Robotics · Harvest Activities |
| Open Dataset → | Open Dataset → | Open Dataset → |
| 🏠 Household | 🏭 Industry | 🚀 Coming Soon |
|---|---|---|
| Daily Activities · Manipulation Tasks | Industrial Operations · Assembly · Automation | Warehouse · Healthcare · Retail · Construction |
| Open Dataset → | Open Dataset → | — |
🌍 Dataset Domains
| Domain | Status | Dataset |
|---|---|---|
| 🚗 Autonomous Driving | ✅ Released | Car Driving |
| 🐄 Agriculture | ✅ Released | Cattle Farming |
| 🥬 Smart Farming | ✅ Released | Vegetable Harvesting |
| 🏠 Household Robotics | ✅ Released | Household |
| 🏭 Industrial AI | ✅ Released | Industry |
| 📦 Warehousing | 🚧 Coming Soon | v2 |
| 🏗 Construction | 🚧 Coming Soon | v2 |
| 🏥 Healthcare | 🚧 Coming Soon | v2 |
| 🛒 Retail | 🚧 Coming Soon | v2 |
| 🍳 Kitchen Robotics | 🚧 Coming Soon | v2 |
🎥 Annotation Modalities
| 🎥 RGB Video | 🌊 Depth | ✋ 2D Hand Pose | 🦾 3D Hand Pose |
|---|---|---|---|
| 📦 Object Detection | 🤝 HOI | 📈 Motion Statistics | 🛰 Pseudo IMU |
| 🛣 Trajectories | 🧠 Action Recognition | 💬 Semantic Actions | 📄 Metadata |
| 📊 CSV | 💾 HDF5 | 📂 Manifest | 📑 Reports |
📈 Dataset Growth — 2026
| Domain | Progress |
|---|---|
| Car Driving | ███████████████████████ |
| Household | ███████████████████████ |
| Industry | ███████████████████████ |
| Agriculture | ███████████████████████ |
| Vegetable Harvesting | ███████████████████████ |
| Warehouse | ██████████░░░░░░░░░░░░░ |
| Healthcare | ████████░░░░░░░░░░░░░░░ |
| Construction | ██████░░░░░░░░░░░░░░░░░ |
| Retail | ████░░░░░░░░░░░░░░░░░░░ |
| Manufacturing | ██░░░░░░░░░░░░░░░░░░░░░ |
Every dataset follows a unified annotation standard, making them interoperable for robotics, Physical AI, and multimodal learning.
🔬 Research Domains
| 🤖 Robotics | 👁️ Computer Vision | 🦾 Physical AI | 🧠 Foundation Models |
|---|---|---|---|
| Robot Learning · Manipulation · Navigation | Detection · Tracking · Segmentation | Perception · Reasoning · Interaction | Vision · Language · Action |
⚙️ Annotation Pipeline
RGB Videos → Hand Detection → Object Detection → Interaction Engine → Motion Analytics → Depth Estimation → Activity Recognition → 📦 Research-Ready Dataset
🛠 Technology Stack
🌍 DeepAnnotate Ecosystem
DeepAnnotate.ai → Dataset Generation Platform → 🤖 Robotics · 🚗 Driving · 🏭 Industry · 🌾 Agriculture · 🏠 Household · 📦 Warehousing · 🏥 Healthcare → 🧠 Physical AI
🚀 Current Capabilities
| Capability | Status | Capability | Status |
|---|---|---|---|
| 🎥 RGB Processing | ✅ | 🛣 Trajectory Generation | ✅ |
| 🌊 Depth Estimation | ✅ | 🧠 Activity Recognition | ✅ |
| ✋ 2D Hand Pose | ✅ | 💬 Semantic Actions | ✅ |
| 🦾 3D Hand Pose | ✅ | 💾 HDF5 Export | ✅ |
| 📦 Object Detection | ✅ | 📄 Metadata Generation | ✅ |
| 🤝 Human Object Interaction | ✅ | 📈 Motion Statistics | ✅ |
| 🛰 Pseudo IMU | ✅ |
🚀 2026 Research Roadmap
| Quarter | Focus | Status |
|---|---|---|
| Q1 | 🚗 Autonomous Driving | ✅ Completed |
| Q1 | 🐄 Agriculture | ✅ Completed |
| Q2 | 🥬 Vegetable Harvesting | ✅ Completed |
| Q2 | 🏠 Household Activities | ✅ Completed |
| Q2 | 🏭 Industrial Operations | ✅ Completed |
| Q3 | 📦 Warehouse Robotics | 🚧 In Progress |
| Q3 | 🏗 Construction Intelligence | 🚧 Planned |
| Q3 | 🏥 Healthcare Assistance | 🚧 Planned |
| Q4 | 🛒 Retail Intelligence | 🚧 Planned |
| Q4 | 🤖 Robot Demonstrations | 🚧 Planned |
📊 Ecosystem Progress
| Datasets | Models | Spaces | Documentation | SDK |
|---|---|---|---|---|
| 2000+ samples | ████░░░░░░ 1/6 | ██░░░░░░░░ 0/5 | ██████████░░░░░░░░ 40% | ██████░░░░░░░░░░░░ 25% |
🤖 Upcoming Foundation Models
| 🧠 DeepAnnotate-VLM | 🦾 DeepAnnotate-Hand | ⚡ DeepAnnotate-Action |
|---|---|---|
| Vision Language Model | Hand Pose Foundation Model | Action Understanding |
| 🌍 World Model | 🚀 Multimodal Encoder | 🤖 Robot Learning |
|---|---|---|
| Physical AI | Vision + Motion | Coming Soon |
🚀 Hugging Face Spaces — Coming Soon
| Space | Status | Space | Status |
|---|---|---|---|
| 🎥 Dataset Explorer | 🚧 | 📈 Motion Analytics | 🚧 |
| 🤖 Robot Demo | 🚧 | 🌊 Depth Viewer | 🚧 |
| ✋ Hand Pose Viewer | 🚧 | 📦 Dataset Browser | 🚧 |
🌍 Why DeepAnnotate.ai?
Unlike traditional datasets, DeepAnnotate.ai focuses on creating complete multimodal representations of human activities, combining perception, interaction, motion, semantics, and structured metadata into unified research-ready datasets.
Our long-term objective is to support research across: 🤖 Robotics · 🦾 Physical AI · 🚗 Autonomous Systems · 👁 Computer Vision · 🧠 Vision-Language-Action Models · 📦 Manipulation · 🌱 Agriculture · 🏭 Smart Industry
📈 Long-Term Vision
RGB Video → Multimodal Annotation → Open Datasets (2000+) → Foundation Models → Physical AI Systems → Autonomous Intelligent Robots
🌐 Open Research Philosophy
DeepAnnotate.ai believes open datasets and reproducible research accelerate innovation. We are committed to publishing:
📦 Open Datasets · 🤖 Foundation Models · 📚 Documentation · 🛠 Annotation Pipelines · 🚀 Interactive Demos · 📊 Benchmarks · 📄 Research Publications
🤝 Collaborate With Us
| Community | Opportunities |
|---|---|
| 🎓 Researchers | Benchmarking, Publications |
| 🤖 Robotics Labs | Dataset Contributions |
| 🏢 Industry | Real-world Data Collection |
| 🎯 Students | Open Source Contributions |
| 🌍 Organizations | Research Partnerships |
🌐 Resources
| 🤗 Hugging Face | 💻 GitHub | 🌍 Website |
|---|---|---|
| Browse our 2000+ public datasets | Open-source tools, SDKs & docs | Project updates & technical docs |
🏆 Organization Highlights
| 📦 2000+ | 🤖 Physical AI | 🌍 Open | 🚀 Growing |
|---|---|---|---|
| Public Datasets | Research | Research | Ecosystem |
❤️ Support DeepAnnotate.ai
⭐ Follow the organization · ⭐ Star our repositories · ⭐ Cite our datasets · ⭐ Share with the community · ⭐ Contribute improvements
📬 Contact
| 🌍 Website | 🤗 Hugging Face | 💻 GitHub | |
|---|---|---|---|
| deepannotate.ai | huggingface.co/deepannotate-ai | github.com/deepannotateai | [email protected] |
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