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Datasets › SBU / SBU-Refine

SBU / SBU-Refine (SBU-Kinect-Interaction dataset v2.0)

12 Nov 2019 archive 2025-07-28

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.

    Kiwon 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

SBU-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.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 4 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Shadow Detection SBU / SBU-Refine SDDNet (MM 2023) (512x512) BER 4.86 SDDNet: Style-guided Dual-layer Disentanglement Network... rmcong/sddnet_acmmm23 16 Compare
Skeleton Based Action Recognition SBU / SBU-Refine Joint Line Distance Accuracy 99.02% On Geometric Features for Skeleton-Based Action... Sy-Zhang/Geometric-Feature-Release 9 Compare
RGB Salient Object Detection SBU / SBU-Refine CPD Balanced Error Rate 4.19 Cascaded Partial Decoder for Fast and Accurate Salient... wuzhe71/CPD 7 Compare
Human Interaction Recognition SBU / SBU-Refine ISTA-Net Accuracy 98.51±1.47 Interactive Spatiotemporal Token Attention Network for... Necolizer/ISTA-Net 2 Compare

Papers archive 2025-07-28

26 shown of 26 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 28. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNN 1 1 21 Jun 2024 not harvested
SDDNet: Style-guided Dual-layer Disentanglement Network for Shadow Detection 1 2 17 Aug 2023 not harvested
Interactive Spatiotemporal Token Attention Network for Skeleton-based General Interactive Action Recognition 1 1 14 Jul 2023 ran 1 of 1 samples (0 unverified)
IGFormer: Interaction Graph Transformer for Skeleton-based Human Interaction Recognition 0 1 25 Jul 2022 not harvested
Mitigating Intensity Bias in Shadow Detection via Feature Decomposition and Reweighting 0 4 1 Jan 2021 not harvested
A Multi-Task Mean Teacher for Semi-Supervised Shadow Detection 1 2 1 Jun 2020 not harvested
Revisiting Shadow Detection: A New Benchmark Dataset for Complex World 2 2 16 Nov 2019 not harvested
MLGCN: Multi-Laplacian Graph Convolutional Networks for Human Action Recognition 0 1 11 Sep 2019 not harvested
Distraction-Aware Shadow Detection 0 2 1 Jun 2019 not harvested
Cascaded Partial Decoder for Fast and Accurate Salient Object Detection 1 1 18 Apr 2019 not harvested
Simplifying Graph Convolutional Networks 7 1 19 Feb 2019 ran 3 of 8 samples (5 unverified)
Graph Neural Networks with convolutional ARMA filters 1 1 5 Jan 2019 not harvested
DeepGRU: Deep Gesture Recognition Utility 1 1 30 Oct 2018 not harvested
Bidirectional Feature Pyramid Network with Recurrent Attention Residual Modules for Shadow Detection 1 2 1 Sep 2018 not harvested
A Bi-Directional Message Passing Model for Salient Object Detection 0 1 1 Jun 2018 not harvested
Direction-aware Spatial Context Features for Shadow Detection and Removal 2 1 12 May 2018 ran 1 of 2 samples (1 unverified)
View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition 2 1 20 Apr 2018 ran 6 of 12 samples (6 unverified; 9 pointer-only for licence)
Direction-aware Spatial Context Features for Shadow Detection 2 1 12 Dec 2017 not harvested
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal 5 1 7 Dec 2017 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Shadow Detection With Conditional Generative Adversarial Networks 0 1 1 Oct 2017 not harvested
Fast Shadow Detection from a Single Image Using a Patched Convolutional Neural Network 1 1 26 Sep 2017 not harvested
Non-Local Deep Features for Salient Object Detection 2 1 1 Jul 2017 not harvested
On Geometric Features for Skeleton-Based Action Recognition using Multilayer LSTM Networks 1 1 1 Mar 2017 not harvested
Deeply supervised salient object detection with short connections 4 1 15 Nov 2016 ran 0 of 3 samples (3 unverified)
Spatio-Temporal LSTM with Trust Gates for 3D Human Action Recognition 0 1 24 Jul 2016 not harvested
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering 5 1 30 Jun 2016 ran 2 of 6 samples (4 unverified; 2 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Skeleton Based Action RecognitionRGB Salient Object DetectionHuman Interaction RecognitionShadow Detection

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

RGB-DActions

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • SBU / SBU-Refine

1 variant name, as the archive lists them.

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