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MLST-Former: Multi-Level Spatial-Temporal Transformer for Group Activity Recognition

https://doi.org/10.1109/tcsvt.2022.3233069
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-20887-5_21openalex-snapshot
Multi-level Sequence GAN for Group Activity Recognition
inferredcites →https://doi.org/10.1007/978-3-030-58452-8_5openalex-snapshot
Empowering Relational Network by Self-attention Augmented Conditional Random Fields for Group Activity Recognition
inferredcites →https://doi.org/10.1007/978-3-030-58517-4_31openalex-snapshot
Learning Joint Spatial-Temporal Transformations for Video Inpainting
inferredcites →https://doi.org/10.1007/978-3-030-58598-3_13openalex-snapshot
Social Adaptive Module for Weakly-Supervised Group Activity Recognition
inferredcites →https://doi.org/10.1007/978-3-031-19772-7_15openalex-snapshot
Panoramic Human Activity Recognition
inferredcites →https://doi.org/10.1007/978-3-642-33765-9_14openalex-snapshot
Cost-Sensitive Top-Down/Bottom-Up Inference for Multiscale Activity Recognition
inferredcites →https://doi.org/10.1007/978-3-642-33765-9_16openalex-snapshot
A Unified Framework for Multi-target Tracking and Collective Activity Recognition
inferredcites →https://doi.org/10.1007/s00138-022-01346-2openalex-snapshot
Pose is all you need: the pose only group activity recognition system (POGARS)
inferredcites →https://doi.org/10.1007/s11633-020-1258-8openalex-snapshot
A Comprehensive Review of Group Activity Recognition in Videos
inferredcites →https://doi.org/10.1016/j.image.2019.02.012openalex-snapshot
Spatio-temporal attention mechanisms based model for collective activity recognition
inferredcites →https://doi.org/10.1016/j.neucom.2018.09.060openalex-snapshot
A two-level attention-based interaction model for multi-person activity recognition
inferredcites →https://doi.org/10.1016/j.neucom.2022.03.066openalex-snapshot
Visual-semantic graph neural network with pose-position attentive learning for group activity recognition
inferredcites →https://doi.org/10.1109/access.2019.2929684openalex-snapshot
Deep Fully Connected Model for Collective Activity Recognition
inferredcites →https://doi.org/10.1109/cvpr.2011.5995707openalex-snapshot
Learning context for collective activity recognition
inferredcites →https://doi.org/10.1109/cvpr.2013.221openalex-snapshot
Bilinear Programming for Human Activity Recognition with Unknown MRF Graphs
inferredcites →https://doi.org/10.1109/cvpr.2015.7299088openalex-snapshot
Joint inference of groups, events and human roles in aerial videos
inferredcites →https://doi.org/10.1109/cvpr.2016.217openalex-snapshot
A Hierarchical Deep Temporal Model for Group Activity Recognition
inferredcites →https://doi.org/10.1109/cvpr.2016.308openalex-snapshot
Rethinking the Inception Architecture for Computer Vision
inferredcites →https://doi.org/10.1109/cvpr.2016.516openalex-snapshot
Structure Inference Machines: Recurrent Neural Networks for Analyzing Relations in Group Activity Recognition
inferredcites →https://doi.org/10.1109/cvpr.2017.453openalex-snapshot
CERN: Confidence-Energy Recurrent Network for Group Activity Recognition
inferredcites →https://doi.org/10.1109/cvpr.2017.502openalex-snapshot
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset
inferredcites →https://doi.org/10.1109/cvpr.2017.783openalex-snapshot
Recurrent Modeling of Interaction Context for Collective Activity Recognition
inferredcites →https://doi.org/10.1109/cvpr.2019.00808openalex-snapshot
Convolutional Relational Machine for Group Activity Recognition
inferredcites →https://doi.org/10.1109/cvpr.2019.01020openalex-snapshot
Learning Actor Relation Graphs for Group Activity Recognition
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00417openalex-snapshot
Learning Human-Object Interaction Detection Using Interaction Points
inferredcites →https://doi.org/10.1109/cvpr52688.2022.00300openalex-snapshot
Dual-AI: Dual-path Actor Interaction Learning for Group Activity Recognition
inferredcites →https://doi.org/10.1109/cvpr52688.2022.01945openalex-snapshot
Detector-Free Weakly Supervised Group Activity Recognition
inferredcites →https://doi.org/10.1109/cvprw50498.2020.00457openalex-snapshot
Group Activity Detection from Trajectory and Video Data in Soccer
inferredcites →https://doi.org/10.1109/fg.2017.70openalex-snapshot
Group Activity Recognition with Differential Recurrent Convolutional Neural Networks
inferredcites →https://doi.org/10.1109/icassp.2018.8461770openalex-snapshot
Hierarchical Attention and Context Modeling for Group Activity Recognition
inferredcites →https://doi.org/10.1109/iccv.2017.313openalex-snapshot
SBGAR: Semantics Based Group Activity Recognition
inferredcites →https://doi.org/10.1109/iccv48922.2021.00738openalex-snapshot
Spatio-Temporal Dynamic Inference Network for Group Activity Recognition
inferredcites →https://doi.org/10.1109/iccv48922.2021.01028openalex-snapshot
Learning Spatio-Temporal Transformer for Visual Tracking
inferredcites →https://doi.org/10.1109/iccv48922.2021.01341openalex-snapshot
GroupFormer: Group Activity Recognition with Clustered Spatial-Temporal Transformer
inferredcites →https://doi.org/10.1109/iccv48922.2021.01606openalex-snapshot
Spatial-Temporal Transformer for Dynamic Scene Graph Generation
inferredcites →https://doi.org/10.1109/iccvw.2009.5457461openalex-snapshot
What are they doing? : Collective activity classification using spatio-temporal relationship among people
inferredcites →https://doi.org/10.1109/icip.2012.6467458openalex-snapshot
Small group human activity recognition
inferredcites →https://doi.org/10.1109/icme51207.2021.9428377openalex-snapshot
Multimodal-Semantic Context-Aware Graph Neural Network for Group Activity Recognition
inferredcites →https://doi.org/10.1109/icpr48806.2021.9413195openalex-snapshot
Learning Group Activities from Skeletons without Individual Action Labels
inferredcites →https://doi.org/10.1109/ijcnn.2016.7727387openalex-snapshot
Group activity description and recognition based on trajectory analysis and neural networks
inferredcites →https://doi.org/10.1109/ijcnn55064.2022.9892494openalex-snapshot
Multi-Hyperedge Hypergraph for Group Activity Recognition
inferredcites →https://doi.org/10.1109/lra.2022.3176064openalex-snapshot
GA-STT: Human Trajectory Prediction With Group Aware Spatial-Temporal Transformer
inferredcites →https://doi.org/10.1109/tcsvt.2012.2226526openalex-snapshot
Detecting Group Activities With Multi-Camera Context
inferredcites →https://doi.org/10.1109/tcsvt.2019.2894161openalex-snapshot
stagNet: An Attentive Semantic RNN for Group Activity and Individual Action Recognition
inferredcites →https://doi.org/10.1109/tcsvt.2020.2973301openalex-snapshot
Graph Interaction Networks for Relation Transfer in Human Activity Videos
inferredcites →https://doi.org/10.1109/tcsvt.2021.3137023openalex-snapshot
Learning Semantic-Aware Spatial-Temporal Attention for Interpretable Action Recognition
inferredcites →https://doi.org/10.1109/tcsvt.2022.3142771openalex-snapshot
Expansion-Squeeze-Excitation Fusion Network for Elderly Activity Recognition
inferredcites →https://doi.org/10.1109/tcsvt.2022.3193574openalex-snapshot
Zoom Transformer for Skeleton-Based Group Activity Recognition
inferredcites →https://doi.org/10.1109/tip.2019.2914577openalex-snapshot
Learning Semantics-Preserving Attention and Contextual Interaction for Group Activity Recognition
inferredcites →https://doi.org/10.1109/tip.2019.2918725openalex-snapshot
Fast Collective Activity Recognition Under Weak Supervision
inferredcites →https://doi.org/10.1109/tkde.2021.3056502openalex-snapshot
Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting
inferredcites →https://doi.org/10.1109/tmm.2006.870735openalex-snapshot
Modeling individual and group actions in meetings with layered HMMs
inferredcites →https://doi.org/10.1109/tmm.2019.2930344openalex-snapshot
GAIM: Graph Attention Interaction Model for Collective Activity Recognition
inferredcites →https://doi.org/10.1109/tnnls.2020.2978942openalex-snapshot
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition
inferredcites →https://doi.org/10.1109/tnnls.2021.3085567openalex-snapshot
Position-Aware Participation-Contributed Temporal Dynamic Model for Group Activity Recognition
inferredcites →https://doi.org/10.1109/tpami.2011.228openalex-snapshot
Discriminative Latent Models for Recognizing Contextual Group Activities
inferredcites →https://doi.org/10.1109/tpami.2019.2928540openalex-snapshot
Coherence Constrained Graph LSTM for Group Activity Recognition
inferredcites →https://doi.org/10.1109/tpami.2019.2942030openalex-snapshot
Hierarchical Long Short-Term Concurrent Memory for Human Interaction Recognition
inferredcites →https://doi.org/10.1109/tpami.2020.3034233openalex-snapshot
HiGCIN: Hierarchical Graph-Based Cross Inference Network for Group Activity Recognition
inferredcites →https://doi.org/10.1109/tpami.2021.3049156openalex-snapshot
Cascaded Parsing of Human-Object Interaction Recognition
inferredcites →https://doi.org/10.1109/tpami.2021.3050918openalex-snapshot
Spatiotemporal Co-Attention Recurrent Neural Networks for Human-Skeleton Motion Prediction
inferredcites →https://doi.org/10.1109/wacv.2018.00180openalex-snapshot
Structural Recurrent Neural Network (SRNN) for Group Activity Analysis
inferredcites →https://doi.org/10.1145/1889681.1889686openalex-snapshot
Recognizing pair-activities by causality analysis
inferredcites →https://doi.org/10.1145/3240508.3240572openalex-snapshot
Participation-Contributed Temporal Dynamic Model for Group Activity Recognition
inferredcites →https://doi.org/10.1145/3444685.3446255openalex-snapshot
Storyboard relational model for group activity recognition
inferredcites →https://doi.org/10.1145/3503161.3547825openalex-snapshot
Learning Action-guided Spatio-temporal Transformer for Group Activity Recognition
inferredcites →https://doi.org/10.1162/neco.1997.9.8.1735openalex-snapshot
Long Short-Term Memory
inferredcites →https://doi.org/10.1609/aaai.v32i1.12328openalex-snapshot
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition
inferredcites →https://doi.org/10.1609/aaai.v35i4.16437openalex-snapshot
Learning Visual Context for Group Activity Recognition
inferredcites →https://doi.org/10.21437/interspeech.2010-343openalex-snapshot
Recurrent neural network based language model
inferredcites →https://doi.org/10.4230/lipics.ecoop.2025.6openalex-snapshot
Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories
inferredcites →https://doi.org/10.4230/lipics.itp.2023.19openalex-snapshot
Exploiting Generative AI to Scale up Intelligent Tutoring Systems
inferredcites →https://doi.org/10.48550/arxiv.1406.2199openalex-snapshot
Two-Stream Convolutional Networks for Action Recognition in Videos
inferredcites →https://doi.org/10.48550/arxiv.1812.10328openalex-snapshot
A Multi-Stream Convolutional Neural Network Framework for Group Activity Recognition

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4595240openalex-extracted
CFI-Former: Cross-Feature Interaction Transformer for Group Activity Recognition
inferred← citeshttps://doi.org/10.1007/s00371-024-03424-0openalex-snapshot
Rethinking group activity recognition under the open set condition
inferred← citeshttps://doi.org/10.1007/s11042-024-19973-4openalex-snapshot
Multi-dimensional convolution transformer for group activity recognition
inferred← citeshttps://doi.org/10.1007/s11760-023-02829-zopenalex-snapshot
Computer vision-based approach for skeleton-based action recognition, SAHC
inferred← citeshttps://doi.org/10.1007/s12559-025-10513-2openalex-snapshot
Deep Learning and Attention-Based Methods for Human Activity Recognition and Anticipation: A Comprehensive Review
inferred← citeshttps://doi.org/10.1016/j.asoc.2025.113721openalex-snapshot
Equidistant deep embedding-based multi-label group activity recognition with dependency-constrained training
inferred← citeshttps://doi.org/10.1016/j.imavis.2024.105181openalex-snapshot
Exploring global context and position-aware representation for group activity recognition
inferred← citeshttps://doi.org/10.1016/j.imavis.2025.105784openalex-snapshot
Enhanced skeleton-based Group Activity Recognition through spatio-temporal graph convolution with cross-dimensional attention
inferred← citeshttps://doi.org/10.1016/j.jvcir.2026.104813openalex-snapshot
Dynamic–static feature fusion and multi-level interaction reasoning for group activity recognition
inferred← citeshttps://doi.org/10.1016/j.kjs.2026.100582openalex-snapshot
A multimodal deep learning approach for recognizing individual actions and group interactions from UAV-based aerial monitoring
inferred← citeshttps://doi.org/10.1016/j.patcog.2024.111104openalex-snapshot
Spatio-temporal interactive reasoning model for multi-group activity recognition
inferred← citeshttps://doi.org/10.1016/j.patcog.2026.113251openalex-snapshot
RelPosGAR: Hierarchical relative position-aware interaction modeling for weakly supervised skeleton-based group activity recognition
inferred← citeshttps://doi.org/10.1038/s41598-026-46296-1openalex-snapshot
A multi-context fusion-aware graph modelling for group activity recognition using pose-conditioned spatial encoding and actor relations
inferred← citeshttps://doi.org/10.1109/access.2024.3457024openalex-snapshot
Masked Autoencoders for Spatial–Temporal Relationship in Video-Based Group Activity Recognition
inferred← citeshttps://doi.org/10.1109/access.2026.3658757openalex-snapshot
Multimodal Neural Network Framework for Individual and Social Activity Recognition in UAV Surveillance
inferred← citeshttps://doi.org/10.1109/icicnct66124.2025.11232936openalex-snapshot
Style-Conditioned Dance Action Generation Using Spatio-Temporal Graph Convolution and Transformer Decoder
inferred← citeshttps://doi.org/10.1109/icit68548.2026.11577725openalex-snapshot
A Multi-Modal Spatio-Temporal Framework for Collective Activity Recognition
inferred← citeshttps://doi.org/10.1109/icme59968.2025.11209846openalex-snapshot
Multi-Scale Hypergraph Relational Reasoning for Weakly Supervised Recognition of Group Activities
inferred← citeshttps://doi.org/10.1109/ijcb65343.2025.11411435openalex-snapshot
CGTGait: Collaborative Graph and Transformer for Gait Emotion Recognition
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11228523openalex-snapshot
Multi-level Information Fusion for Group Activity Recognition Using the Banzhaf Power Index
inferred← citeshttps://doi.org/10.1109/tcsvt.2023.3285416openalex-snapshot
Involving Distinguished Temporal Graph Convolutional Networks for Skeleton-Based Temporal Action Segmentation
inferred← citeshttps://doi.org/10.1109/tcsvt.2023.3324868openalex-snapshot
Toward Grouping in Large Scenes With Occlusion-Aware Spatio–Temporal Transformers
inferred← citeshttps://doi.org/10.1109/tcsvt.2024.3421565openalex-snapshot
MLP: Motion Label Prior for Temporal Sentence Localization in Untrimmed 3D Human Motions
inferred← citeshttps://doi.org/10.1109/tcsvt.2024.3425856openalex-snapshot
Knowledge Augmented Relation Inference for Group Activity Recognition
inferred← citeshttps://doi.org/10.1109/tcsvt.2024.3487965openalex-snapshot
Multi-Scale Spatial-Temporal Transformer for Meteorological Variable Forecasting
inferred← citeshttps://doi.org/10.1109/tcsvt.2025.3596325openalex-snapshot
Unsupervised Action Segmentation via Multi-Scale Temporal-Interaction Enhancement
inferred← citeshttps://doi.org/10.1109/tcsvt.2025.3638017openalex-snapshot
AST-Adapter: Parameter-Efficient Video-to-Video Transfer Learning With Adaptive Spatiotemporal Information Bias
inferred← citeshttps://doi.org/10.1109/tcsvt.2026.3652218openalex-snapshot
Progressive Reasoning-Based Group Activity Recognition
inferred← citeshttps://doi.org/10.1109/tip.2025.3576993openalex-snapshot
Pushing the Boundaries of Salient Object Detection: A Denoising-Driven Approach
inferred← citeshttps://doi.org/10.1109/tnnls.2024.3401608openalex-snapshot
Coarse-Fine Nested Network for Weakly Supervised Group Activity Recognition
inferred← citeshttps://doi.org/10.1109/tnnls.2024.3422265openalex-snapshot
Dynamical Attention Hypergraph Convolutional Network for Group Activity Recognition
inferred← citeshttps://doi.org/10.1117/1.jei.33.6.063004openalex-snapshot
Contextual motion-aware for group activity recognition
inferred← citeshttps://doi.org/10.1145/3581783.3612435openalex-snapshot
MUP: Multi-granularity Unified Perception for Panoramic Activity Recognition
inferred← citeshttps://doi.org/10.1145/3703935.3704052openalex-snapshot
Crowd Activity Recognition Using Dynamic Salient Frames
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Global Individual Interaction Network Based on Consistency for Group Activity Recognition
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