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Hugging Face
AI Dataset·2026
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HIW-500: Humanoids In-the-Wild Dataset

BitRobot, Unitree +1

Provides 500+ hours of human whole-body teleoperation demonstrations for humanoid robot learning in real homes, with synchronized video, joint states, action traces and language annotations. Includes 23K+ episodes, fine-grained subtask labels, and raw ROS/MCAP plus compressed LeRobot formats.

#robotics#multimodal#vision#huggingface#ai-train+1
Hugging Face
AI Dataset·2026
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HIW-500: Humanoids In-the-Wild Dataset (LeRobot)

BitRobot, Unitree +1

Provides 500+ hours of human whole-body teleoperation recordings of a Unitree G1 in real homes, packaged in LeRobot v3.0 for robot learning. Contains 23K+ episodes, ~40M frames, multi-view 480p@30 video, 29-DoF states, actions and language annotations; CC BY 4.0 and large download size.

#robotics#video#huggingface#polars#pytorch
Hugging Face
AI Video·2026
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SCAIL-2

zai-org

End-to-end pose-driven image-to-video model that animates a reference character from a driving video, supporting cross-identity replacement and multi-character scenarios without intermediate pose representations; performs best at 704p and ships as a diffusers-compatible checkpoint.

#diffusers#video#ai-video#huggingface#image
AI Video Papers·2026
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JoyAI-VL-Interaction: Real-Time Vision-Language Interaction Intelligence

Dingyu Yao, Junhao Zhou +13·Joy Future Academy, JD

Continuously watches live video and autonomously decides each second whether to speak, stay silent, or delegate; released together with an 8B vision-first model, time-aligned interaction data, training recipe, and a deployable real-time system. Designed for vision-triggered, low-latency streaming scenarios and evaluated across six real-world streams.

#video#vision#multimodal#vllm#ai-agent+3
AI Video Papers·2026
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OmniDirector: General Multi-Shot Camera Cloning without Cross-Paired Data

Jiwen Liu, Shujuan Li +9

Encodes and clones camera motion from reference videos to generate multi-shot videos — uses a visual "camera grid" to represent camera parameters, trains on million-scale grid–video pairs, and employs a hierarchical prompt-expansion agent to coordinate camera, subject, and action control for multimodal diffusion models.

#video#multimodal#ai-video#vision#prompt-engineering+2
AI Video Papers·2026
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Rethinking RAG in Long Videos: What to Retrieve and How to Use It?

Yuho Lee, Jisu Shin +6·KAIST, Qualcomm AI Research (Qualcomm Korea)

Proposes chunk-level multimodal retrieval and chunk-adaptive reranking for retrieval-augmented generation on long egocentric videos; introduces V-RAGBench to decouple retrieval vs. generation evaluation and CARVE to run parallel retrievers and select per-chunk configurations.

#RAG#video#multimodal#evaluation#vision+2
Hugging Face
AI Dataset·2026
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ChingMu Robot Motion Dataset

CMRobot, Shanghai Chingmu Vision Technology Co., Ltd.

Provides 1000+ hours of high-precision optical motion-capture for humanoid robotics and embodied AI, including full-body skeleton, 20+DoF hands, object 6D, and multi-view video at 120 Hz. Sub-mm spatial accuracy, BVH/CSV/NPZ outputs and Unitree G1 retargets; ideal for imitation learning and sim-to-real, with some raw captures gated by license.

#robotics#multimodal#huggingface#ai-train#video
Hugging Face
AI Model·2026
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unsloth/MiniMax-M3-GGUF

unsloth, MiniMaxAI

Provides experimental GGUF-format quantized weights for MiniMax-M3 to run local multimodal (image‑text‑video) inference via llama.cpp or Unsloth Studio. The model is very large (~428B params) and requires GPU offload or large CPU RAM; llama.cpp currently falls back from sparse to dense attention.

#multimodal#video#transformers#huggingface#llm+5
AI Video Papers·2026
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DreamX-World 1.0: A General-Purpose Interactive World Model

DreamX Team, Yancheng Bai +21

Controllable long-horizon text/image-to-video generation that supports camera navigation, revisits, and promptable events across photorealistic and stylized domains. Introduces camera-aware positional encoding (E-PRoPE), memory-conditioned scene persistence, causal-forcing distillation, and RL alignment to retain camera control and reduce drift.

#video#vision#multimodal#RL#paper+2
Computer Vision Papers·2026
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Geometric Action Model for Robot Policy Learning

Jisang Han, Seonghu Jeon +8

Language-conditioned robot policy that reuses a pretrained geometric foundation model and inserts a causal future predictor at an intermediate layer so the same backbone produces future 3D-aware features and action outputs, enabling geometry-aware temporal prediction with minimal architectural change.

#robotics#vision#foundation-model#multimodal#video+1
Computer Vision Papers·2026
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ACE-Ego-0: Unifying Egocentric Human and Robotic Data for VLA Pretraining

Hao Li, Ganlong Zhao +9

Converts large-scale egocentric human videos into robot-format pseudo-action trajectories and introduces ACE-EGO-0, a VLA pretraining framework that unifies camera-space actions, morphology conditioning, and reliability-aware weighting to jointly learn from noisy human and high-quality robot data for improved robotic manipulation transfer.

#vision#robotics#video#paper#multimodal+1
Hugging Face
AI Dataset·2026
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ABC-130k

XDOF, UC Berkeley +3

Provides 130k+ bimanual teleoperation trajectories for robot imitation learning, recorded on low-cost YAM two-arm rigs and shared as MCAP episodes with subtask annotations, training code, and checkpoints.

#robotics#video#huggingface#ai-train#ai-development
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