Datasets › N-UCLA

N-UCLA (Northwestern-UCLA Multiview Action 3D Dataset)

archive 2025-07-28

The Multiview 3D event dataset is capture by me and Xiaohan Nie in UCLA. it contains RGB, depth and human skeleton data captured simultaneously by three Kinect cameras. This dataset include 10 action categories: pick up with one hand, pick up with two hands, drop trash, walk around, sit down, stand up, donning, doffing, throw, carry. Each action is performed by 10 actors. This dataset contains data taken from a variety of viewpoints. The dataset can be found in part-1, part-2 part-3, part-4, part-5, part-6, part-7, part-8, part-9, part-10, part-11, part-12, part-13, part-14, part-15, part-16, We also created a version of the dataset that only contains RGB videos: RGB videos only.

Benchmarks archive 2025-07-28

All 2 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
Skeleton Based Action Recognition N-UCLA DSCNet (RGB + Pose) Accuracy 99.1 A Dense-Sparse Complementary Network for Human Action... Maxchengqin/DSCNet 25 Compare
Action Recognition N-UCLA DVANet Accuracy (Cross-Subject) 94.4 DVANet: Disentangling View and Action Features for... NyleSiddiqui/MultiView_Actions 1 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 30. 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 1 29 Mar 2025 not harvested
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling 1 1 21 Jan 2025 not harvested
Action Recognition for Privacy-Preserving Ambient Assisted Living 1 1 15 Aug 2024 not harvested
Joint-Partition Group Attention for skeleton-based action recognition 1 1 30 Jul 2024 not harvested
Multi-Modality Co-Learning for Efficient Skeleton-based Action Recognition 1 1 22 Jul 2024 ran 9 of 10 samples (1 unverified; 10 pointer-only for licence)
SkateFormer: Skeletal-Temporal Transformer for Human Action Recognition 1 1 14 Mar 2024 ran 3 of 3 samples (0 unverified)
A Dense-Sparse Complementary Network for Human Action Recognition based on RGB and Skeleton Modalities 1 1 28 Dec 2023 not harvested
DVANet: Disentangling View and Action Features for Multi-View Action Recognition 1 1 10 Dec 2023 not harvested
Language Knowledge-Assisted Representation Learning for Skeleton-Based Action Recognition 1 1 21 May 2023 not harvested
Multi-scale spatial–temporal convolutional neural network for skeleton-based action recognition 1 1 12 May 2023 not harvested
Temporal Decoupling Graph Convolutional Network for Skeleton-based Gesture Recognition 1 1 1 May 2023 not harvested
Action Capsules: Human Skeleton Action Recognition 0 1 30 Jan 2023 not harvested
Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition 1 1 23 Aug 2022 ran 8 of 11 samples (3 unverified)
Generative Action Description Prompts for Skeleton-based Action Recognition 3 1 10 Aug 2022 ran 7 of 10 samples (3 unverified)
Skeleton-based Action Recognition via Temporal-Channel Aggregation 1 1 31 May 2022 not harvested
MMNet: A Model-Based Multimodal Network for Human Action Recognition in RGB-D Videos 1 1 26 May 2022 not harvested
InfoGCN: Representation Learning for Human Skeleton-Based Action Recognition 1 1 1 Jan 2022 not harvested
Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition 2 1 26 Jul 2021 ran 2 of 5 samples (3 unverified; 3 pointer-only for licence)
VPN++: Rethinking Video-Pose embeddings for understanding Activities of Daily Living 1 1 17 May 2021 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Hierarchical Action Classification with Network Pruning 0 1 30 Jul 2020 not harvested
VPN: Learning Video-Pose Embedding for Activities of Daily Living 1 1 6 Jul 2020 not harvested
EleAtt-RNN: Adding Attentiveness to Neurons in Recurrent Neural Networks 0 1 3 Sep 2019 not harvested
Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition 2 1 2 Apr 2019 ran 3 of 13 samples (10 unverified)
Action Machine: Rethinking Action Recognition in Trimmed Videos 0 1 14 Dec 2018 not harvested
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)
Glimpse Clouds: Human Activity Recognition from Unstructured Feature Points 1 1 22 Feb 2018 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

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

Variants archive 2025-07-28

  • N-UCLA

1 variant name, as the archive lists them.

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