VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning

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OpenGVLab
Welcome to OpenGVLab! We are a research group from Shanghai AI Lab focused on Vision-Centric AI research. The GV in our name, OpenGVLab, means general vision, a general understanding of vision, so little effort is needed to adapt to new vision-based tasks.
Models
- InternVL: a pioneering open-source alternative to GPT-4V.
- InternImage: a large-scale vision foundation models with deformable convolutions.
- InternVideo: large-scale video foundation models for multimodal understanding.
- VideoChat: an end-to-end chat assistant for video comprehension.
- All-Seeing-Project: towards panoptic visual recognition and understanding of the open world.
Datasets
- ShareGPT4o: a groundbreaking large-scale resource that we plan to open-source with 200K meticulously annotated images, 10K videos with highly descriptive captions, and 10K audio files with detailed descriptions.
- InternVid: a large-scale video-text dataset for multimodal understanding and generation.
- MMPR: a high-quality, large-scale multimodal preference dataset.
Benchmarks
- MVBench: a comprehensive benchmark for multimodal video understanding.
- CRPE: a benchmark covering all elements of the relation triplets (subject, predicate, object), providing a systematic platform for the evaluation of relation comprehension ability.
- MM-NIAH: a comprehensive benchmark for long multimodal documents comprehension.
- GMAI-MMBench: a comprehensive multimodal evaluation benchmark towards general medical AI.
Collections
23
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InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Paper • 2504.10479 • Published • 177 -
OpenGVLab/InternVL3-1B
Image-Text-to-Text • Updated • 2.64k • 25 -
OpenGVLab/InternVL3-2B
Image-Text-to-Text • Updated • 1.58k • 11 -
OpenGVLab/InternVL3-8B
Image-Text-to-Text • Updated • 1.78k • 22
spaces
11
Runtime error
InternVideo2.5
💬
Hierarchical Compression for Long-Context Video Modeling
Running
450
InternVL
⚡
Chat with an AI that understands text and images
Running
37
MVBench Leaderboard
🐨
Submit model evaluation and view leaderboard
Running
on
Zero
16
InternVideo2 Chat 8B HD
👁
Upload a video to chat about its contents
Running
10
ControlLLM
🚀
Display maintenance message for ControlLLM
Running
on
Zero
94
VideoMamba
🐍
Classify video and image content
models
176

OpenGVLab/InternVL3-8B
Image-Text-to-Text
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Updated
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1.78k
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22

OpenGVLab/InternVL3-9B
Image-Text-to-Text
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Updated
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413
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14

OpenGVLab/InternVL3-1B
Image-Text-to-Text
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Updated
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2.64k
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25

OpenGVLab/InternVL3-2B
Image-Text-to-Text
•
Updated
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1.58k
•
11

OpenGVLab/InternVL3-38B
Image-Text-to-Text
•
Updated
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573
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15

OpenGVLab/InternVL3-14B
Image-Text-to-Text
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Updated
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25.4k
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23

OpenGVLab/InternVL3-78B
Image-Text-to-Text
•
Updated
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3.34k
•
81

OpenGVLab/VisualPRM-8B-v1.1
Image-Text-to-Text
•
Updated
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16
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3

OpenGVLab/VisualPRM-8B
Image-Text-to-Text
•
Updated
•
450
•
12

OpenGVLab/VideoChat-R1_7B
Video-Text-to-Text
•
Updated
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311
•
1
datasets
40
OpenGVLab/VisualPRM400K-v1.1-Raw
Preview
•
Updated
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1
•
1
OpenGVLab/VisualPRM400K-v1.1
Preview
•
Updated
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4
•
2
OpenGVLab/VisualPRM400K
Preview
•
Updated
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370
•
7
OpenGVLab/MMPR-v1.2-prompts
Updated
•
49
•
1
OpenGVLab/MMPR-v1.2
Updated
•
56
•
5
OpenGVLab/MMPR-v1.1
Preview
•
Updated
•
546
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46
OpenGVLab/MMPR
Preview
•
Updated
•
99
•
49
OpenGVLab/LongVid
Preview
•
Updated
•
17
•
1
OpenGVLab/NIAH-Video
Viewer
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Updated
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629
•
85
OpenGVLab/OmniCorpus-CC-210M
Viewer
•
Updated
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208M
•
620
•
23