{"url":"/dataset/sbu","name":"SBU / SBU-Refine","full_name":"SBU-Kinect-Interaction dataset v2.0","description_markdown":"**SBU-Kinect-Interaction dataset version 2.0** comprises of RGB-D video sequences of humans performing interaction activities that are recording using the Microsoft Kinect sensor. This dataset was originally recorded for a class project, and it must be used only for the purposes of research. If you use this dataset in your work, please cite the following paper.\r\n```\r\n\tKiwon Yun, Jean Honorio, Debaleena Chattopadhyay, Tamara L. Berg, and Dimitris Samaras, The 2nd International Workshop on Human Activity Understanding from 3D Data at Conference on Computer Vision and Pattern Recognition (HAU3D-CVPRW), CVPR 2012\r\n```\r\nSBU-Refine: SBU-Refine relabels the test set manually and refines the noise labels in training set by algorithm. H. Yang, T. Wang, X. Hu, and C.-W. Fu, “SILT: Shadow-aware iterative label tuning for learning to detect shadows from noisy labels,” in ICCV, 2023, pp. 12 687–12 698.","description_withheld":null,"homepage":"https://github.com/hanyangclarence/SILT/releases/tag/refined_sbu","introduced_date":"2019-11-12","introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[{"name":"RGB-D","url":"/datasets/modality/rgb-d"},{"name":"Actions","url":"/datasets/modality/actions"}],"tasks":[{"name":"Skeleton Based Action Recognition","url":"/task/skeleton-based-action-recognition","datasets_with_task":"/datasets/task/skeleton-based-action-recognition"},{"name":"RGB Salient Object Detection","url":"/task/salient-object-detection","datasets_with_task":"/datasets/task/salient-object-detection"},{"name":"Human Interaction Recognition","url":"/task/human-interaction-recognition","datasets_with_task":"/datasets/task/human-interaction-recognition"},{"name":"Shadow Detection","url":"/task/shadow-detection","datasets_with_task":"/datasets/task/shadow-detection"}],"languages":[],"variants":["SBU / SBU-Refine"],"data_loaders":[],"num_papers_in_archive":28,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/shadow-detection-on-sbu","task":"Shadow Detection","dataset_variant":"SBU / SBU-Refine","rows":16,"metrics":["BER"],"first_row_in_archive_order":{"model":"SDDNet (MM 2023) (512x512)","paper":"/paper/sddnet-style-guided-dual-layer","metrics":{"BER":"4.86"},"code_links":[{"title":"rmcong/sddnet_acmmm23","url":"https://github.com/rmcong/sddnet_acmmm23"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/skeleton-based-action-recognition-on-sbu","task":"Skeleton Based Action Recognition","dataset_variant":"SBU / SBU-Refine","rows":9,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"Joint Line Distance","paper":"/paper/on-geometric-features-for-skeleton-based","metrics":{"Accuracy":"99.02%"},"code_links":[{"title":"Sy-Zhang/Geometric-Feature-Release","url":"https://github.com/Sy-Zhang/Geometric-Feature-Release"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/salient-object-detection-on-sbu","task":"RGB Salient Object Detection","dataset_variant":"SBU / SBU-Refine","rows":7,"metrics":["Balanced Error Rate"],"first_row_in_archive_order":{"model":"CPD","paper":"/paper/cascaded-partial-decoder-for-fast-and","metrics":{"Balanced Error Rate":"4.19"},"code_links":[{"title":"wuzhe71/CPD","url":"https://github.com/wuzhe71/CPD"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/human-interaction-recognition-on-sbu","task":"Human Interaction Recognition","dataset_variant":"SBU / SBU-Refine","rows":2,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"ISTA-Net","paper":"/paper/interactive-spatiotemporal-token-attention","metrics":{"Accuracy":"98.51±1.47"},"code_links":[{"title":"Necolizer/ISTA-Net","url":"https://github.com/Necolizer/ISTA-Net"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/real-time-hand-gesture-recognition","title":"Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNN","date":"2024-06-21","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/sddnet-style-guided-dual-layer","title":"SDDNet: Style-guided Dual-layer Disentanglement Network for Shadow Detection","date":"2023-08-17","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/interactive-spatiotemporal-token-attention","title":"Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition","date":"2023-07-14","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/igformer-interaction-graph-transformer-for","title":"IGFormer: Interaction Graph Transformer for Skeleton-based Human Interaction Recognition","date":"2022-07-25","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/mitigating-intensity-bias-in-shadow-detection","title":"Mitigating Intensity Bias in Shadow Detection via Feature Decomposition and Reweighting","date":"2021-01-01","rows_on_this_dataset":4,"code_links":0,"syntology":null},{"paper":"/paper/a-multi-task-mean-teacher-for-semi-supervised","title":"A Multi-Task Mean Teacher for Semi-Supervised Shadow Detection","date":"2020-06-01","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/revisiting-shadow-detection-a-new-benchmark","title":"Revisiting Shadow Detection: A New Benchmark Dataset for Complex World","date":"2019-11-16","rows_on_this_dataset":2,"code_links":2,"syntology":null},{"paper":"/paper/mlgcn-multi-laplacian-graph-convolutional","title":"MLGCN: Multi-Laplacian Graph Convolutional Networks for Human Action Recognition","date":"2019-09-11","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/distraction-aware-shadow-detection","title":"Distraction-Aware Shadow Detection","date":"2019-06-01","rows_on_this_dataset":2,"code_links":0,"syntology":null},{"paper":"/paper/cascaded-partial-decoder-for-fast-and","title":"Cascaded Partial Decoder for Fast and Accurate Salient Object Detection","date":"2019-04-18","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/simplifying-graph-convolutional-networks","title":"Simplifying Graph Convolutional Networks","date":"2019-02-19","rows_on_this_dataset":1,"code_links":7,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":8,"samples_ran":3,"samples_unverified":5,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/graph-neural-networks-with-convolutional-arma","title":"Graph Neural Networks with convolutional ARMA filters","date":"2019-01-05","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/deepgru-deep-gesture-recognition-utility","title":"DeepGRU: Deep Gesture Recognition Utility","date":"2018-10-30","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/bidirectional-feature-pyramid-network-with","title":"Bidirectional Feature Pyramid Network with Recurrent Attention Residual Modules for Shadow Detection","date":"2018-09-01","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/a-bi-directional-message-passing-model-for","title":"A Bi-Directional Message Passing Model for Salient Object Detection","date":"2018-06-01","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/direction-aware-spatial-context-features-for-1","title":"Direction-aware Spatial Context Features for Shadow Detection and Removal","date":"2018-05-12","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":2,"samples_ran":1,"samples_unverified":1,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/view-adaptive-neural-networks-for-high","title":"View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition","date":"2018-04-20","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":12,"samples_ran":6,"samples_unverified":6,"pointer_only_for_licence":9,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/direction-aware-spatial-context-features-for","title":"Direction-aware Spatial Context Features for Shadow Detection","date":"2017-12-12","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/stacked-conditional-generative-adversarial","title":"Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal","date":"2017-12-07","rows_on_this_dataset":1,"code_links":5,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":1,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/shadow-detection-with-conditional-generative","title":"Shadow Detection With Conditional Generative Adversarial Networks","date":"2017-10-01","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/fast-shadow-detection-from-a-single-image","title":"Fast Shadow Detection from a Single Image Using a Patched Convolutional Neural Network","date":"2017-09-26","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/non-local-deep-features-for-salient-object","title":"Non-Local Deep Features for Salient Object Detection","date":"2017-07-01","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/on-geometric-features-for-skeleton-based","title":"On Geometric Features for Skeleton-Based Action Recognition using Multilayer LSTM Networks","date":"2017-03-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/deeply-supervised-salient-object-detection","title":"Deeply supervised salient object detection with short connections","date":"2016-11-15","rows_on_this_dataset":1,"code_links":4,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":0,"samples_unverified":3,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/spatio-temporal-lstm-with-trust-gates-for-3d","title":"Spatio-Temporal LSTM with Trust Gates for 3D Human Action Recognition","date":"2016-07-24","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/convolutional-neural-networks-on-graphs-with","title":"Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering","date":"2016-06-30","rows_on_this_dataset":1,"code_links":5,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":6,"samples_ran":2,"samples_unverified":4,"pointer_only_for_licence":2,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":7,"samples_harvested":33,"samples_ran":14,"samples_unverified":19,"pointer_only_for_licence":12,"papers_with_no_sample_that_ran":1,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}