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SHREC (SHape REtrieval Contest)

Introduced in A comparison of 3D shape retrieval methods based on a large-scale benchmark supporting multimodal queries1 Jan 2015 archive 2025-07-28

The SHREC dataset contains 14 dynamic gestures performed by 28 participants (all participants are right handed) and captured by the Intel RealSense short range depth camera. Each gesture is performed between 1 and 10 times by each participant in two way: using one finger and the whole hand. Therefore, the dataset is composed by 2800 sequences captured. The depth image, with a resolution of 640x480, and the coordinates of 22 joints (both in the 2D depth image space and in the 3D world space) are saved for each frame of each sequence in the dataset.

Source: Exploiting Recurrent Neural Networks and Leap Motion Controller for Sign Language and Semaphoric Gesture Recognition Image Source: http://tosca.cs.technion.ac.il/book/shrec.html

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 8 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
Hand Gesture Recognition DHG-14 e2eET Accuracy 95.83 Real-Time Hand Gesture Recognition: Integrating... outsiders17711/e2eet-skeleton-based-hgr-using-data-level-fusion 13 Compare
Hand Gesture Recognition DHG-28 DSTSA-GCN Accuracy 93.57 DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition... HuCui2022/DSTSA-GCN_Gesture 9 Compare
Skeleton Based Action Recognition SHREC 2017 track on 3D Hand Gesture Recognition RE-TCN 28 gestures accuracy 99.95 Action Recognition in Real-World Ambient Assisted Living... Gbouna/RE-TCN 7 Compare
Hand Gesture Recognition SHREC 2017 e2eET 14 Gestures Accuracy 97.86 Real-Time Hand Gesture Recognition: Integrating... outsiders17711/e2eet-skeleton-based-hgr-using-data-level-fusion 4 Compare
Hand Gesture Recognition SHREC 2017 track on 3D Hand Gesture Recognition 3DCNN_VIVA_4 14 gestures accuracy 73121216 Compressing 3DCNNs Based on Tensor Train Decomposition — 3 Compare
Point Cloud Super Resolution SHREC15 Meta-PU F-measure (%) 94.96% Meta-PU: An Arbitrary-Scale Upsampling Network for Point Cloud pleaseconnectwifi/Meta-PU 3 Compare
3D Object Recognition SHREC11, Split16-4 MeshWalker (ours) Per-Class Accuracy 98.6 MeshWalker: Deep Mesh Understanding by Random Walks AlonLahav/MeshWalker 1 Compare
Gesture Recognition SHREC 2017 track on 3D Hand Gesture Recognition PointLSTM 14 gestures accuracy 95.9 An Efficient PointLSTM for Point Clouds Based Gesture Recognition Blueprintf/pointlstm-gesture-recognition-pytorch 1 Compare

Papers archive 2025-07-28

21 shown of 21 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 32. 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
Action Recognition in Real-World Ambient Assisted Living Environment 1 3 29 Mar 2025 not harvested
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling 1 3 21 Jan 2025 not harvested
Hierarchical Temporal Convolution Network:Towards Privacy-Centric Activity Recognition 1 1 21 Dec 2024 not harvested
Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNN 1 3 21 Jun 2024 not harvested
Temporal Decoupling Graph Convolutional Network for Skeleton-based Gesture Recognition 1 3 1 May 2023 not harvested
Fusing Posture and Position Representations for Point Cloud-Based Hand Gesture Recognition 1 3 6 Jan 2022 not harvested
Domain and View-point Agnostic Hand Action Recognition 1 1 3 Mar 2021 not harvested
Meta-PU: An Arbitrary-Scale Upsampling Network for Point Cloud 1 1 9 Feb 2021 not harvested
An Ensemble of Knowledge Sharing Models for Dynamic Hand Gesture Recognition 0 1 13 Aug 2020 not harvested
CNN+RNN Depth and Skeleton based Dynamic Hand Gesture Recognition 0 3 22 Jul 2020 not harvested
MeshWalker: Deep Mesh Understanding by Random Walks 1 1 9 Jun 2020 not harvested
An Efficient PointLSTM for Point Clouds Based Gesture Recognition 1 3 1 Jun 2020 not harvested
Compressing 3DCNNs Based on Tensor Train Decomposition 0 1 8 Dec 2019 not harvested
Make Skeleton-based Action Recognition Model Smaller, Faster and Better 3 3 23 Jul 2019 not harvested
Construct Dynamic Graphs for Hand Gesture Recognition via Spatial-Temporal Attention 1 3 20 Jul 2019 not harvested
Spatial-Temporal Attention Res-TCN for Skeleton-Based Dynamic Hand Gesture Recognition 0 1 23 Jan 2019 not harvested
Motion feature augmented network for dynamic hand gesture recognition from skeletal data 0 1 10 Jan 2019 not harvested
Deep Learning for Hand Gesture Recognition on Skeletal Data 1 2 15 May 2018 not harvested
PU-Net: Point Cloud Upsampling Network 3 1 21 Jan 2018 not harvested
Motion Feature Augmented Recurrent Neural Network for Skeleton-based Dynamic Hand Gesture Recognition 0 2 10 Aug 2017 not harvested
Point Cloud Super Resolution with Adversarial Residual Graph Networks 1 1 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Skeleton Based Action RecognitionGesture RecognitionHand Gesture Recognition3D Object RecognitionPoint Cloud Super Resolution

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

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • SHREC 2017 track on 3D Hand Gesture Recognition
  • SHREC15
  • DHG-14
  • DHG-28
  • SHREC 2017
  • SHREC11, Split16-4
  • SHREC

7 variant names, as the archive lists them.

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