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Hugging Face
AI Dataset·2026
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Xperience-10M

Ropedia, Hugging Face

Provides 10 million synchronized egocentric experience episodes with structured 3D/4D multimodal annotations — 2.88B RGB frames, 720M depth frames, 576M pose/mocap frames and ~1PB total. Designed for embodied AI, robotics, and multimodal pretraining; research-only, gated access.

#multimodal#video#robotics#mocap#depth+4
Hugging Face
AI Dataset·2026
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Gen-HumanEgo

GenRobot

Provides 1,800+ hours of synchronized egocentric multi-view recordings with 3D hand reconstructions, wide‑FOV depth, and hierarchical task/subtask annotations for embodied AI and robot learning. Includes six fisheye views, hand meshes, and per-episode temporal labels across 44k+ episodes.

#embodied-ai#robotics#video#mcap#mocap+6
Hugging Face
AI Dataset·2026
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EgoPro

LightwheelAI

10,000-hour head-and-wrist egocentric dataset pairing synchronized head and wrist video with left/right 3D hand pose and optional full-body pose; provided in LeRobot/MCAP formats with episode-level semantic annotations and automated de-identification.

#multimodal#video#mcap#mocap#robotics+3
Hugging Face
AI Dataset·2026
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LightwheelAI/EgoDemo

LightwheelAI

A small public sample of egocentric human demonstration video with synchronized 3D hand and body pose annotations for imitation learning and embodied-AI research. Delivered in Parquet and common multimodal packages (LeRobot, MCAP) for schema inspection before requesting gated access to larger EgoSuite releases.

#video#ai-video#multimodal#robotics#parquet+4
Hugging Face
AI Dataset·2026
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EgoStandard

LightwheelAI

Provides 90,000 hours of head-mounted egocentric video paired with synchronized 3D hand pose and an optional 3D full‑body pose add-on, with event-level semantic labels available as a complimentary layer — designed for embodied AI and robotics training at scale.

#robotics#video#multimodal#mcap#parquet+3
Computer Vision Papers·2026
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HumanTracker: Towards Comprehensive and Human-Aligned Motion Tracking Benchmark

Dairu Liu, Zekun Qi +12

Provides a large-scale benchmark and a human-aligned metric for humanoid whole-body motion tracking — about 153 hours of optical mocap from professional performers plus HumanScore trained on 12K human-labeled preference pairs to reveal contact, timing, and stability failures.

#robotics#mocap#evaluation#benchmarks#long-horizon+1
Hugging Face
AI Dataset·2026
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HiPHI

Ji Jiahao, Ma Ji +13·Noitom Robotics, ModalityNet

Provides 617.5 hours of high-precision optical motion-capture with synchronized object trajectories and standardized 55-joint BVH for whole-body and human–object interaction research. Frame‑LU indexed and paired with natural-language descriptions; designed for humanoid learning, motion priors, and interaction-aware benchmarks.

#mocap#robotics#huggingface#benchmarks#benchmark+3
AI Video Papers·2026
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4DAnyone: Create Anyone in 4D from a Casual Monocular Video

Yudong Jin, Tao Xie +7·Affiliation: State Key Lab of CAD&CG, Zhejiang University, Hangzhou, China, Affiliation: Robbyant, Hangzhou, China +4

Turns an uncalibrated monocular actor video into multiview-consistent novel-view videos and lifts them into 4D Gaussian Splatting assets. Introduces Reference Context Packing to keep reference conditioning fixed-size and Target Context Routing to exchange context across target groups, improving large-view reconstruction consistency.

#video#ai-video#vision#diffusers#mocap+1
Speech Technology Papers·2026
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Motion-Omni: End-to-End Joint Speech and Full-Body Motion for Spoken Dialogue

Chengqian Ma, Wei Tao +2

Generates synchronized spoken dialogue and explicit full-body co-speech motion (facial expressions, hands, upper- and lower-body) end-to-end from the same hidden states, replacing the speech-then-motion cascade. Trains with a scalable pseudo-labeling pipeline (422,856 ranked pairs) and supports real-time inference (RTF 0.78) while matching teacher motion metrics within ~2%.

#speech#mocap#multimodal#qwen#ai-video+5
Hugging Face
AI Dataset·2026
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Eidon Tracker POV

Solidic Labs Inc (Eidon AI)

Provides 1,274 hours of head-mounted egocentric video paired with seven-point IMU arm tracking (24 Hz orientation; raw accel/gyro/mag on a subset), packaged for embodied-AI and egocentric-vision research. Key features: torso-relative pose via chest reference, separate Parquet IMU repo for efficient joins, CC-BY-4.0 license; heavy class skew and limited contributor diversity are important constraints.

#embodied-ai#video#robotics#mocap#parquet+3
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