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Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.

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01imsaikat /basic_3D_shapesimagen<1K0 likes232 downloads2y agoHugging Face02IMsubin /test_svla_pnp3image1K<n<10K0 likes167 downloads1y agoHugging Face03AI4Manufacturing /IMS-perceptiongated Roles Roles: perception view of IMS — annot is the source label (ball / inner_race / normal / outer_race), kept machine-parseable as the gold for verification and reward parsing; the model reads query + image, where the repo ships a bearing's vibration in four image encodings as four equal-sized configs — reshaped (consecutive samples arranged as the rows of a grayscale square), scalogram (a continuous-wavelet time-scale view), spectrogram (a short-time Fourier transform) and… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/IMS-perception.imageimage-classification1K<n<10K0 likes163 downloads20h agoHugging Face04imstevenpmwork /v2_aloha_sim_transfer_cube_human_imageThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.0", "robot_type": "aloha", "total_episodes": 50, "total_frames": 20000, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 50, "splits": { "train": "0:50"}, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path": null, "features": {… See the full description on the dataset page: https://huggingface.co/datasets/imstevenpmwork/v2_aloha_sim_transfer_cube_human_image.imagerobotics10K<n<100K0 likes139 downloads11mo agoHugging Face05AI4Manufacturing /IMSgated Roles Roles: canon repo — annot is the source label, kept machine-parseable as the gold for verification and reward parsing; there is no filled reasoning column and this repo is not itself a training view. Derived repos each state their own regime on their own card. IMS / NASA-Bearing — fault classification from the envelope spectrum (reasoning track) Second signal dataset in the AI4Manufacturing FORGE corpus (Category C, task T-C1), from three run-to-failure… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/IMS.imageimage-classificationn<1K0 likes139 downloads21h agoHugging Face06imstevenpmwork /aloha_sim_transfer_cube_human_image_fs_1image10K<n<100K0 likes97 downloads11mo agoHugging Face07imstevenpmwork /aloha_sim_transfer_cube_human_imageThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.0", "robot_type": "aloha", "total_episodes": 50, "total_frames": 20000, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 50, "splits": { "train": "0:50"}, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path": null, "features": {… See the full description on the dataset page: https://huggingface.co/datasets/imstevenpmwork/aloha_sim_transfer_cube_human_image.imagerobotics10K<n<100K0 likes52 downloads11mo agoHugging Face08imstevenpmwork /lekiwi1745394818This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745394818.imageroboticsn<1K0 likes40 downloads1y agoHugging Face09imstevenpmwork /lekiwi1745394386This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745394386.imageroboticsn<1K0 likes38 downloads1y agoHugging Face10AI4Manufacturing /IMS-annotatedgated Roles Roles: reasoning view of IMS — annot is the source label (ball / inner_race / normal / outer_race), kept machine-parseable as the gold for verification and reward parsing; the model reads query + image, where the image is an envelope spectrum with the theoretical fault frequencies marked. The reasoning column is filled on all 542 records and is the SFT imitation target for this repo; the query enumerates the closed set of labels the answer must come from, and annot remains… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/IMS-annotated.imageimage-classificationn<1K0 likes36 downloads21h agoHugging Face11imstevenpmwork /lekiwiThis dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 1000, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi.imagerobotics1K<n<10K0 likes35 downloads2y agoHugging Face12imstevenpmwork /lekiwi1745394132This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745394132.imageroboticsn<1K0 likes33 downloads1y agoHugging Face13imstevenpmwork /lekiwi1745394767This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745394767.imageroboticsn<1K0 likes30 downloads1y agoHugging Face14nadavo11 /ImSitu_reducedimage10K<n<100K0 likes28 downloads2y agoHugging Face15imstevenpmwork /lekiwi1745338105This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 100, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745338105.imageroboticsn<1K0 likes27 downloads1y agoHugging Face16imstevenpmwork /lekiwi1745337791This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 100, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745337791.imageroboticsn<1K0 likes26 downloads1y agoHugging Face17imstevenpmwork /lekiwi1745337514This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 100, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745337514.imageroboticsn<1K0 likes25 downloads1y agoHugging Face18imstevenpmwork /lekiwi1745394905This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745394905.imageroboticsn<1K0 likes25 downloads1y agoHugging Face19imstevenpmwork /lekiwi1745335363This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 500, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745335363.imageroboticsn<1K0 likes24 downloads1y agoHugging Face20imstevenpmwork /lekiwi1745337489This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 100, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745337489.imageroboticsn<1K0 likes23 downloads1y agoHugging Face21guangyangmusic /IMSLP-Piano-Scoresgatedimagen<1K0 likes23 downloads8mo agoHugging Face22imstevenpmwork /lekiwi1745335086.870301This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 1000, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745335086.870301.imagerobotics1K<n<10K0 likes22 downloads1y agoHugging Face23imstevenpmwork /lekiwi1745338262This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 100, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745338262.imageroboticsn<1K0 likes22 downloads1y agoHugging Face24imstevenpmwork /lekiwi1745342432This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 250, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745342432.imageroboticsn<1K0 likes22 downloads1y agoHugging Face25IMsubin /test_svla_pnp2This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": "omy", "total_episodes": 20, "total_frames": 4121, "total_tasks": 2, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 20, "splits": { "train": "0:20" }, "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/IMsubin/test_svla_pnp2.imagerobotics1K<n<10K0 likes22 downloads1y agoHugging Face26imstevenpmwork /lekiwi1745337548This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 100, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745337548.imageroboticsn<1K0 likes21 downloads1y agoHugging Face27imstevenpmwork /lekiwi1745338123This dataset was created using LeRobot. Dataset Structure meta/info.json: { "codebase_version": "v2.1", "robot_type": null, "total_episodes": 1, "total_frames": 100, "total_tasks": 1, "total_videos": 0, "total_chunks": 1, "chunks_size": 1000, "fps": 10, "splits": { "train": "0:1"}, "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/imstevenpmwork/lekiwi1745338123.imageroboticsn<1K0 likes21 downloads1y agoHugging Face28IMsubin /test_svla_pnpimage1K<n<10K0 likes11 downloads1y agoHugging Face29imstevenpmwork /v2_astchi_not_embeedimage10K<n<100K0 likes4 downloads11mo agoHugging Face30imsuru /tradeveda-assetsimagen<1K0 likes1 downloads1y agoHugging Face

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