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01inclusionAI /ZoomBench ZoomBench: A Fine-Grained Multimodal Perception Benchmark 📃 Paper | 🏠 Project | 🤗 Models Overview ZoomBench is a challenging benchmark designed to evaluate the fine-grained multimodal perception capabilities of Multimodal Large Language Models (MLLMs). It specifically targets scenarios where decisive visual evidence is small, subtle, or easily overwhelmed by global context — situations that demand "zooming-level" perception from a single full image. It is… See the full description on the dataset page: https://huggingface.co/datasets/inclusionAI/ZoomBench.imageimage-text-to-textn<1K8 likes724 downloads7mo agoHugging Face02Tsomaros /ImageNet-C-zoom_blur-severity_5image10K<n<100K0 likes502 downloads2y agoHugging Face03rdoshi21 /rope-zoomThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "ur5-panda", "total_episodes": 25, "total_frames": 8250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:25" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/rope-zoom.imagerobotics1K<n<10K0 likes172 downloads7mo agoHugging Face04Tsomaros /ImageNet-C-zoom_blur-severity_4image10K<n<100K0 likes68 downloads2y agoHugging Face05mm-eval /ZoomBenchimagen<1K0 likes67 downloads2mo agoHugging Face06rdoshi21 /panda-rope-zoom2This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "panda", "total_episodes": 25, "total_frames": 8250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:25" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/panda-rope-zoom2.imagerobotics1K<n<10K0 likes34 downloads6mo agoHugging Face07rdoshi21 /panda-rope-zoomThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "panda", "total_episodes": 25, "total_frames": 8250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:25" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/panda-rope-zoom.imagerobotics1K<n<10K0 likes31 downloads7mo agoHugging Face08dddraxxx /vstar_direct_attributes_seal_zoomimagen<1K0 likes29 downloads11mo agoHugging Face09rdoshi21 /1m2r-rope-zoomThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "ur5-panda", "total_episodes": 50, "total_frames": 16500, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:50" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/1m2r-rope-zoom.imagerobotics10K<n<100K0 likes20 downloads7mo agoHugging Face10rdoshi21 /ur5-rope-zoomThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "ur5", "total_episodes": 25, "total_frames": 8250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:25" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/ur5-rope-zoom.imagerobotics1K<n<10K0 likes20 downloads7mo agoHugging Face11rdoshi21 /1m2r-rope-zoom-fifteenThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "ur5-panda", "total_episodes": 30, "total_frames": 9824, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:30" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/1m2r-rope-zoom-fifteen.imagerobotics1K<n<10K0 likes20 downloads7mo agoHugging Face12rdoshi21 /1m2r-rope-zoom-15demos-v30This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v3.0", "robot_type": "ur5-panda", "total_episodes": 30, "total_frames": 9824, "total_tasks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:30" }, "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet", "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4"… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/1m2r-rope-zoom-15demos-v30.imagerobotics1K<n<10K0 likes20 downloads6mo agoHugging Face13Groundlight /message-decoding-abc-zoom-inimage10K<n<100K0 likes18 downloads1y agoHugging Face14Groundlight /message-decoding-words-and-sequences-target-zoom-in-r1image10K<n<100K0 likes18 downloads1y agoHugging Face15Groundlight /message-decoding-words-and-sequences-target-zoom-inimage10K<n<100K0 likes17 downloads1y agoHugging Face16rdoshi21 /1m2r-rope-zoom-15demosThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "ur5-panda", "total_episodes": 30, "total_frames": 9824, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:30" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/1m2r-rope-zoom-15demos.imagerobotics1K<n<10K0 likes17 downloads6mo agoHugging Face17Tsomaros /ImageNet-C-zoom_blur-severity_1image10K<n<100K0 likes16 downloads2y agoHugging Face18rdoshi21 /1m2r-rope-zoom-v30This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v3.0", "robot_type": "ur5-panda", "total_episodes": 50, "total_frames": 16500, "total_tasks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:50" }, "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet", "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4"… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/1m2r-rope-zoom-v30.imagerobotics10K<n<100K0 likes16 downloads7mo agoHugging Face19rdoshi21 /ur5-rope-zoom2This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "ur5", "total_episodes": 25, "total_frames": 8250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:25" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/ur5-rope-zoom2.imagerobotics1K<n<10K0 likes16 downloads6mo agoHugging Face20dddraxxx /vstar_relative_position_seal_zoomimagen<1K0 likes15 downloads11mo agoHugging Face21rdoshi21 /rope-zoom-v30This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v3.0", "robot_type": "ur5-panda", "total_episodes": 25, "total_frames": 8250, "total_tasks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:25" }, "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet", "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4"… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/rope-zoom-v30.imagerobotics1K<n<10K0 likes15 downloads7mo agoHugging Face22rdoshi21 /1m2r-rope-zoom-5demosThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "ur5-panda", "total_episodes": 10, "total_frames": 3228, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:10" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/1m2r-rope-zoom-5demos.imagerobotics1K<n<10K0 likes15 downloads6mo agoHugging Face23rdoshi21 /1m2r-cot-rope-zoomThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "ur5-panda", "total_episodes": 0, "total_frames": 0, "total_tasks": 0, "total_videos": 0, "total_chunks": 0, "chunks_size": 1000, "fps": 10, "splits": {}, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/1m2r-cot-rope-zoom.imagerobotics10K<n<100K0 likes15 downloads6mo agoHugging Face24Tsomaros /ImageNet-C-zoom_blur-severity_3image10K<n<100K0 likes14 downloads2y agoHugging Face25rdoshi21 /1m2r-rope-zoom-5demos-v30This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v3.0", "robot_type": "ur5-panda", "total_episodes": 10, "total_frames": 3228, "total_tasks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:10" }, "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet", "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4"… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/1m2r-rope-zoom-5demos-v30.imagerobotics1K<n<10K0 likes14 downloads6mo agoHugging Face26Groundlight /message-decoding-abc-zoom-in-r1image10K<n<100K0 likes13 downloads1y agoHugging Face27rdoshi21 /1m2r-rope-zoom-fiveThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "ur5-panda", "total_episodes": 10, "total_frames": 3228, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:10" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/rdoshi21/1m2r-rope-zoom-five.imagerobotics1K<n<10K0 likes13 downloads7mo agoHugging Face28Groundlight /message-decoding-words-and-sequences-zoom-in-r1image10K<n<100K0 likes12 downloads1y agoHugging Face29Tsomaros /ImageNet-C-zoom_blur-severity_2image10K<n<100K0 likes9 downloads2y agoHugging Face30raresense /necklace_same_zoomimage1K<n<10K0 likes7 downloads9mo agoHugging Face

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