Temporal Action Detection & Weakly Supervised Temporal Action Detection & Temporal Action Proposal Generation
Contents
- Awesome-Temporal-Action-Detection-Temporal-Action-Proposal-Generation
- about pretrained model
- ActivityNet Challenge
- Papers: Temporal Action Proposal Generation
- Papers: Temporal Action Detection
- Papers: Weakly Supervised Temporal Action Detection
- Papers: Online Action Detection
- (BSP) Boundary-sensitive Pre-training for Temporal Localization in Videos (ICCV 2021)
- (TSP) TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks (ICCVW 2021)
- (2021) AcitvityNet 2021
- (2021) Transformer在时序行为检测中的应用 & 基于自监督学习的半监督时序行为检测 (DAMO Academy, Alibaba Group)
- (BSN++) BSN++: Complementary Boundary Regressor with Scale-Balanced RelationModeling for Temporal Action Proposal Generation (AAAI 2021) Author's Zhihu
- (RTD-Net) Relaxed Transformer Decoders for Direct Action Proposal Generation (ICCV 2021) code Zhihu
- (TCANet) Temporal Context Aggregation Network for Temporal Action Proposal Refinement (CVPR 2021) Zhihu
- Augmented Transformer with Adaptive Graph for Temporal Action Proposal Generation (arxiv 2021)
- Self-Supervised Learning for Semi-Supervised Temporal Action Proposal (CVPR 2021) code
- (TAPG) Temporal Action Proposal Generation with Transformers (arxiv 2021)
- (AEN) Agent-Environment Network for Temporal Action Proposal Generation (ICASSP 2021)
- (AEI) AEI: Actors-Environment Interaction with Adaptive Attention for Temporal Action Proposals Generation (BMVC 2021) code
- VALSE talk by Tianwei Lin (2020.03.18) link (7y8g)
- (RapNet) Accurate Temporal Action Proposal Generation with Relation-Aware Pyramid Network (AAAI 2020) pre-paper 2019 ActivityNet task-1 2nd
- (DBG) Fast Learning of Temporal Action Proposal via Dense Boundary Generator (AAAI 2020) paper code.TensorFlow
- (BC-GNN) Boundary Content Graph Neural Network for Temporal Action Proposal Generation (ECCV 2020) paper
- Bottom-Up Temporal Action Localization with Mutual Regularization (ECCV 2020) code.TensorFlow
- (TSI) TSI: Temporal Scale Invariant Network for Action Proposal Generation (ACCV 2020)
- (SRG) SRG: Snippet Relatedness-based Temporal Action Proposal Generator (IEEE Trans 2019) paper
- (DPP) Deep Point-wise Prediction for Action Temporal Proposal (ICONIP 2019) paper code.PyTorch
- (semi-supervised) Learning Temporal Action Proposals With Fewer Labels (ICCV 2019) paper
- (BMN) BMN: Boundary-Matching Network for Temporal Action Proposal Generation (ICCV 2019) paper code.PaddlePaddle code.PyTorch_unofficial
- (MGG) Multi-granularity Generator for Temporal Action Proposal (CVPR 2019) paper
- Investigation on Combining 3D Convolution of Image Data and Optical Flow to Generate Temporal Action Proposals (2019 CVPR Workshop) paper
- (CMSN) CMSN: Continuous Multi-stage Network and Variable Margin Cosine Loss for Temporal Action Proposal Generation (arxiv 2019) paper
- A high performance computing method for accelerating temporal action proposal generation (arxiv 2019) paper
- Multi-Granularity Fusion Network for Proposal and Activity Localization: Submission to ActivityNet Challenge 2019 Task 1 and Task 2 (ActvityNet challenge 2019) paper
- Joint Learning of Local and Global Context for Temporal Action Proposal Generation (TCSVT 2019)
- (CTAP) CTAP: Complementary Temporal Action Proposal Generation (ECCV 2018) paper code.TensorFlow
- (BSN) BSN: Boundary Sensitive Network for Temporal Action Proposal Generation (ECCV 2018) paper code.TensorFlow code.PyTorch
- (SAP) SAP: Self-Adaptive Proposal Model for Temporal Action Detection based on Reinforcement Learning (AAAI 2018) paper code.Torch
- (TURN TAP) TURN TAP: Temporal Unit Regression Network for Temporal Action Proposals (ICCV 2017) paper code.TensorFlow
- (SST) SST: Single-Stream Temporal Action Proposals (CVPR 2017) paper code.theano code.TensorFlow
- YoTube: Searching Action Proposal via Recurrent and Static Regression Networks (IEEE Trans 2017) paper
- A Pursuit of Temporal Accuracy in General Activity Detection (arxiv 2017) paper code.PyTorch
- (DCAN) DCAN: Improving Temporal Action Detection via Dual Context Aggregation (AAAI 2022)
- (activity graph transformer) Activity Graph Transformer for Temporal Action Localization (arxiv 2021) project code
- Coarse-Fine Networks for Temporal Activity Detection in Videos (CVPR 2021) code
- (MLAD) Modeling Multi-Label Action Dependencies for Temporal Action Localization (CVPR 2021)
- (PcmNet) PcmNet: Position-Sensitive Context Modeling Network for Temporal Action Localization (Tip 2021)
- (AFSD) Learning Salient Boundary Feature for Anchor-free Temporal Action Localization (CVPR 2021) code
- Low-Fidelity End-to-End Video Encoder Pre-training for Temporal Action Localization (arxiv 2021)
- Read and Attend: Temporal Localisation in Sign Language Videos (CVPR 2021) (Sign Language Videos)
- Low Pass Filter for Anti-aliasing in Temporal Action Localization (arxiv 2021)
- FineAction: A Fined Video Dataset for Temporal Action Localization (One track of DeeperAction Workshop@ICCV2021) Homepage
- (TadTR) End-to-end Temporal Action Detection with Transformer (arxiv 2021) code
- Three Birds with One Stone: Multi-Task Temporal Action Detection via Recycling Temporal Annotations (CVPR 2021)
- Proposal Relation Network for Temporal Action Detection (CVPRW 2021)
- Exploring Stronger Feature for Temporal Action Localization (CVPRW 2021)
- (SRF-Net) SRF-Net: Selective Receptive Field Network for Anchor-Free Temporal Action Detection (ICASSP 2021)
- RGB Stream Is Enough for Temporal Action Detection (arxiv 2021)
- (AVFusion) Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localization (arxiv 2021) Code
- Transferable Knowledge-Based Multi-Granularity Aggregation Network for Temporal Action Localization: Submission to ActivityNet Challenge 2021 (HACS challenge 2021)
- Enriching Local and Global Contexts for Temporal Action Localization (ICCV 2021)
- (CSA) Class Semantics-based Attention for Action Detection (ICCV 2021)
- (SP-TAD) Towards High-Quality Temporal Action Detection with Sparse Proposals (arxiv 2021) Code
- Few-Shot Temporal Action Localization with Query Adaptive Transformer (BMVC 2021) code (Few-Shot)
- Graph Convolutional Module for Temporal Action Localization in Videos (TPAMI 2021)
- MS-TCT: Multi-Scale Temporal ConvTransformer for Action Detection (arxiv 2021)
- (G-TAD) G-TAD: Sub-Graph Localization for Temporal Action Detection (CVPR 2020) paper code.PyTorch video
- (AGCN-P-3DCNNs) Graph Attention based Proposal 3D ConvNets for Action Detection (AAAI 2020) paper
- (PBRNet) Progressive Boundary Refinement Network for Temporal Action Detection (AAAI 2020) paper
- (TsaNet) Scale Matters: Temporal Scale Aggregation Network for Precise Action Localization in Untrimmed Videos (ICME 2020) paper
- Constraining Temporal Relationship for Action Localization (arxiv 2020) paper
- (CBR-Net) CBR-Net: Cascade Boundary Refinement Network for Action Detection: Submission to ActivityNet Challenge 2020 (Task 1) (ActivityNet Challenge 2020) paper
- Temporal Action Localization with Variance-Aware Networks (arxiv 2020)
- Boundary Uncertainty in a Single-Stage Temporal Action Localization Network (arxiv 2020, Tech report)
- Revisiting Anchor Mechanisms for Temporal Action Localization (Tip 2020) code.PyTorch
- (C-TCN) Deep Concept-wise Temporal Convolutional Networks for Action Localization (ACM MM 2020) code.PaddlePaddle
- (MLTPN) Multi-Level Temporal Pyramid Network for Action Detection (PRCV 2020)
- (SALAD) SALAD: Self-Assessment Learning for Action Detection (arxiv 2020)
- Multi-shot Temporal Event Localization: a Benchmark (arxiv 2020) project code dataset
- (CMS-RC3D) Contextual Multi-Scale Region Convolutional 3D Network for Activity Detection (ICCVBIC 2019) paper
- (TGM) Temporal Gaussian Mixture Layer for Videos (ICML 2019) paper code.PyTorch
- (Decouple-SSAD) Decoupling Localization and Classification in Single Shot Temporal Action Detection (ICME 2019) paper code.TensorFlow
- Exploring Feature Representation and Training strategies in Temporal Action Localization (ICIP 2019) paper
- (PGCN) Graph Convolutional Networks for Temporal Action Localization (ICCV 2019) paper code.PyTorch
- (S-2D-TAN) Learning Sparse 2D Temporal Adjacent Networks for Temporal Action Localization (ICCV 2019) (winner solution for the HACS Temporal Action Localization Challenge at ICCV 2019) paper
- (2D-TAN) Learning 2D Temporal Adjacent Networks for Moment Localization with Natural Language (AAAI 2020) paper code.PyTorch
- (LCDC) Learning Motion in Feature Space: Locally-Consistent Deformable Convolution Networks for Fine-Grained Action Detection (ICCV 2019) paper slide code.TensorFlow
- (BLP) BLP -- Boundary Likelihood Pinpointing Networks for Accurate Temporal Action Localization (ICASSP 2019) paper
- (GTAN) Gaussian Temporal Awareness Networks for Action Localization (CVPR 2019) paper
- Temporal Action Localization using Long Short-Term Dependency (arxiv 2019) paper
- Relation Attention for Temporal Action Localization (IEEE Trans TMM 2019) paper
- (AFO-TAD) AFO-TAD: Anchor-free One-Stage Detector for Temporal Action Detection (arxiv 2019) paper
- (DBS) Video Imprint Segmentation for Temporal Action Detection in Untrimmed Videos (AAAI 2019) paper
- Diagnosing Error in Temporal Action Detectors (ECCV 2018) paper
- (ETP) Precise Temporal Action Localization by Evolving Temporal Proposals (ICMR 2018) paper
- (Action Search) Action Search: Spotting Actions in Videos and Its Application to Temporal Action Localization (ECCV 2018) paper code.TensorFlow
- (TAL-Net) Rethinking the Faster R-CNN Architecture for Temporal Action Localization (CVPR 2018) paper
- One-shot Action Localization by Learning Sequence Matching Network (CVPR 2018) paper
- Temporal Action Detection by Joint Identification-Verification (arxiv 2018) paper
- (TPC) Exploring Temporal Preservation Networks for Precise Temporal Action Localization (AAAI 2018) paper
- (SAP) A Self-Adaptive Proposal Model for Temporal Action Detection based on Reinforcement Learning (AAAI 2018) paper code.Torch
- (TCN) Temporal Context Network for Activity Localization in Videos (ICCV 2017) paper code.caffe
- (SSN) Temporal Action Detection with Structured Segment Networks (ICCV 2017) paper code.PyTorch
- (R-C3D) R-C3D: Region Convolutional 3D Network for Temporal Activity Detection (ICCV 2017) paper code.caffe code.PyTorch
- (TCNs) Temporal Convolutional Networks for Action Segmentation and Detection (CVPR 2017) paper code.TensorFlow
- (SMS) Temporal Action Localization by Structured Maximal Sums (CVPR 2017) paper code
- (SCC) SCC: Semantic Context Cascade for Efficient Action Detection (CVPR 2017) paper
- (CDC) CDC: Convolutional-De-Convolutional Networks for Precise Temporal Action Localization in Untrimmed Videos (CVPR 2017) paper code project
- (SS-TAD) End-to-End, Single-Stream Temporal ActionDetection in Untrimmed Videos (BMVC 2017) paper code.PyTorch
- (CBR) Cascaded Boundary Regression for Temporal Action Detection (BMVC 2017) paper code.TensorFlow
- (SSAD) Single Shot Temporal Action Detection (ACM MM 2017) paper
- (PSDF) Temporal Action Localization with Pyramid of Score Distribution Features (CVPR 2016) paper
- Temporal Action Detection using a Statistical Language Model (CVPR 2016) paper code
- (S-CNN) Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs (CVPR 2016) paper code project
- End-to-end Learning of Action Detection from Frame Glimpses in Videos (CVPR 2016) paper code
- A Hybrid Attention Mechanism for Weakly-Supervised Temporal Action Localization. (AAAI 2021)
- Cross-Attentional Audio-Visual Fusion for Weakly-Supervised Action Localization (ICLR 2021)
- Weakly-supervised Temporal Action Localization by Uncertainty Modeling (AAAI 2021) code
- (TS-PCA) The Blessings of Unlabeled Background in Untrimmed Videos (CVPR 2021) code
- (ACSNet) ACSNet: Action-Context Separation Network for Weakly Supervised Temporal Action Localization (AAAI 2021)
- (CoLA) CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning (CVPR 2021)
- Weakly Supervised Temporal Action Localization Through Learning Explicit Subspaces for Action and Context (AAAI 2021)
- Adaptive Mutual Supervision for Weakly-Supervised Temporal Action Localization (arxiv 2021)
- ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization (arxiv 2021, submitted to Tip) code
- (AUMN) Action Unit Memory Network for Weakly Supervised Temporal Action Localization (CVPR 2021)
- (ASL) Weakly Supervised Action Selection Learning in Video (CVPR 2021)
- (ActShufNet) Action Shuffling for Weakly Supervised Temporal Localization (arxiv 2021)
- Few-Shot Action Localization without Knowing Boundaries (arxiv 2021)
- Uncertainty Guided Collaborative Training for Weakly Supervised Temporal Action Detection (CVPR 2021)
- Two-Stream Consensus Network: Submission to HACS Challenge 2021Weakly-Supervised Learning Track (CVPRW 2021)
- Weakly-Supervised Temporal Action Localization Through Local-Global Background Modeling (CVPRW 2021)
- Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization (ACM MM 2021) code
- Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization (ICCV 2021) code
- Deep Motion Prior for Weakly-Supervised Temporal Action Localization (submit to Tip 2021) project
- Foreground-Action Consistency Network for Weakly Supervised Temporal Action Localization (ICCV 2021)
- (BackTAL) Background-Click Supervision for Temporal Action Localization (TPAMI 2021) code
- (WSGN) Weakly Supervised Gaussian Networks for Action Detection (WACV 2020) paper
- Weakly Supervised Temporal Action Localization Using Deep Metric Learning (WACV 2020) paper
- Action Graphs: Weakly-supervised Action Localization with Graph Convolution Networks (WACV 2020) paper
- (DGAM) Weakly-Supervised Action Localization by Generative Attention Modeling (CVPR 2020) paper code.PyTorch
- (EM-MIL) Weakly-Supervised Action Localization with Expectation-Maximization Multi-Instance Learning (ECCV 2020) paper
- Relational Prototypical Network for Weakly Supervised Temporal ActionLocalization (AAAI 2020) paper
- (BaS-Net) Background Suppression Networkfor Weakly-supervised Temporal Action Localization (AAAI 2020) paper code.PyTorch
- Background Modeling via Uncertainty Estimation for Weakly-supervised Action Localization (arxiv 2020) paper code.PyTorch
- (A2CL-PT) Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization (ECCV 2020) paper code.PyTorch
- Weakly Supervised Temporal Action Localization with Segment-Level Labels (arxiv 2020)
- (ECM) Equivalent Classification Mapping for Weakly Supervised Temporal Action Localization (arxiv 2020) paper
- Two-Stream Consensus Network for Weakly-Supervised Temporal Action Localization (ECCV 2020 spotlight)
- Learning Temporal Co-Attention Models for Unsupervised Video Action Localization (CVPR 2020)
- Action Completeness Modeling with Background Aware Networks for Weakly-Supervised Temporal Action Localization (ACM MM 2020)
- (D2-Net) D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddingsand Denoised Activations (arxiv 2020) (THUMOS'14 mAP@0.5: 35.9)
- (SF-Net) SF-Net: Single-Frame Supervision for Temporal Action Localization (ECCV 2020) code.PyTorch
- Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses (arxiv 2020)
- Transferable Knowledge-Based Multi-Granularity Fusion Network for Weakly Supervised Temporal Action Detection (TMM 2020)
- ActionBytes: Learning From Trimmed Videos to Localize Actions (CVPR 2020)
- (AdapNet) AdapNet: Adaptability Decomposing Encoder-Decoder Network for Weakly Supervised Action Recognition and Localization (IEEE Transactions on Neural Networks and Learning Systems) paper
- Breaking Winner-Takes-All: Iterative-Winners-Out Networks for Weakly Supervised Temporal Action Localization (IEEE Transactions on Image Processing) paper
- Weakly-Supervised Temporal Localization via Occurrence Count Learning (ICML 2019) paper code.TensorFlow
- (MAAN) Marginalized Average Attentional Network for Weakly-Supervised Learning (ICLR 2019) paper code.PyTorch
- Weakly-supervised Action Localization with Background Modeling (ICCV 2019) paper
- (TSM) Temporal Structure Mining for Weakly Supervised Action Detection (ICCV 2019) paper
- (CleanNet) Weakly Supervised Temporal Action Localization through Contrast basedEvaluation Networks (ICCV 2019) paper
- (3C-Net) 3C-Net: Category Count and Center Loss for Weakly-Supervised Action Localization (ICCV 2019) paper code.PyTorch
- (CMCS) Completeness Modeling and Context Separation for Weakly SupervisedTemporal Action Localization (CVPR 2019) paper code.PyTorch
- (RefineLoc) RefineLoc: Iterative Refinement for Weakly-Supervised Action Localization (arxiv 2019) paper homepage
- (TTC-Loc) Towards Train-Test Consistency for Semi-supervised Temporal Action Localization (arxiv 2019) (version v3 for LPAT) paper
- (ASSG) Adversarial Seeded Sequence Growing for Weakly-Supervised Temporal Action Localization (ACM MM 2019) paper
- (TSRNet) Learning Transferable Self-attentive Representations for Action Recognition in Untrimmed Videos with Weak Supervision (AAAI 2019) paper
- (STAR) Segregated Temporal Assembly Recurrent Networks for Weakly Supervised Multiple Action Detection (AAAI 2019) paper
- Weakly Supervised Temporal Action Detection with Shot-Based Temporal Pooling Network (ICONIP 2018)
- (W-TALC) W-TALC: Weakly-supervised Temporal Activity Localization and Classification (ECCV 2018) code.PyTorch
- (AutoLoc) AutoLoc: Weakly-supervised Temporal Action Localization (ECCV 2018) code
- (STPN) Weakly Supervised Action Localization by Sparse Temporal Pooling Network (CVPR 2018) code
- Step-by-step Erasion, One-by-one Collection: A Weakly Supervised Temporal Action Detector (ACM MM 2018)
- (CPMN) Cascaded Pyramid Mining Network for Weakly Supervised Temporal Action Localization (accv 2018)
- (Hide-and-Seek) Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization (ICCV 2017)
- (UntrimmedNets) UntrimmedNets for Weakly Supervised Action Recognition and Detection (CVPR 2017) code
- (WOAD) WOAD: Weakly Supervised Online Action Detection in Untrimmed Videos (CVPR 2021)
- (OadTR) OadTR: Online Action Detection with Transformers code (arxiv 2021)
- (LSTR) Long Short-Term Transformer for Online Action Detection (arxiv 2021)