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Temporal Action Localization

updated on 04/30/2020

Contents

Fully-supervised Action Localization

Two-stage Localization

Region-based Detector

conference model paper code
1 CVPR16 PSDF Temporal Action Localization with Pyramid of Score Distribution Features
2 CVPR16 S-CNN Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs Caffe
3 CVPR17 SST SST: Single-Stream Temporal Action Proposals
4 CVPR17 CDC CDC: Convolutional-De-Convolutional Networks for Precise Temporal Action Localization in Untrimmed Videos
5 ICCV17 R-C3D R-C3D: Region Convolutional 3D Network for Temporal Activity Detection Caffe
6 ICCV17 TURN TURN TAP: Temporal Unit Regression Network for Temporal Action Proposals
7 BMVC17 CBR Cascaded Boundary Regression for Temporal Action Detection
8 AAAI18 TPC Exploring Temporal Preservation Networks for Precise Temporal Action
9 CVPR18 TAL-Net Rethinking the Faster R-CNN Architecture for Temporal Action Localization
10 ECCV18 Action Search Action Search: Spotting Actions in Videos and Its Application to Temporal Action Localization
11 ICCV19 C-TCN Deep Concept-wise Temporal Convolutional Networks for Action Localization

Boundary-based Detector

conference model paper code
1 ICCV17 SSN+TAG Temporal Action Detection with Structured Segment Networks
2 ECCV18 BSN BSN: Boundary Sensitive Network for Temporal Action Proposal Generation PyTorch
3 AAAI19 DBS Video Imprint Segmentation for Temporal Action Detection in Untrimmed Videos
4 CVPR19 MGG Multi-Granularity Generator for Temporal Action Proposal
5 ICCV19 P-GCN Graph Convolutional Networks for Temporal Action Localization PyTorch
6 ICCV19 BMN BMN: Boundary-Matching Network for Temporal Action Proposal Generation PyTorch
7 TOMM19 RAM Relation Attention for Temporal Action Localization
8 AAAI20 DBG Fast Learning of Temporal Action Proposal via Dense Boundary Generator TensorFlow
9 TSA-Net Scale Matters: Temporal Scale Aggregation Network for Precise Action Localization in Untrimmed Videos
10 IC+EC Constraining Temporal Relationship for Action Localization

One-stage Localization

conference model paper code
1 CVPR16 Richard et al. Temporal Action Detection Using a Statistical Language Model
2 CVPR16 Yeung et al. End-To-End Learning of Action Detection From Frame Glimpses in Videos
3 CVPR17 SMS Temporal Action Localization by Structured Maximal Sums
4 MM17 SSAD Single Shot Temporal Action Detection
5 BMVC17 SS-TAD End-to-End, Single-Stream Temporal Action Detection in Untrimmed Videos PyTorch
6 CVPR19 GTAN Gaussian Temporal Awareness Networks for Action Localization
7 ICME19 Decouple-SSAD Decoupling Localization and Classification in Single Shot Temporal Action Detection
8 CVPR20 G-TAD G-TAD: Sub-Graph Localization for Temporal Action Detection PyTorch

Weakly-supervised Action Localization

conference model paper code
1 CVPR17 UntrimmedNet UntrimmedNets for Weakly Supervised Action Recognition and Detection
2 CVPR17 Richard et al. Weakly Supervised Action Learning With RNN Based Fine-To-Coarse Modeling
3 ICCV17 Hide-and-Seek Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization
4 CVPR18 STPN Weakly Supervised Action Localization by Sparse Temporal Pooling Network
5 MM18 Zhong et al. Step-by-step Erasion, One-by-one Collection: A Weakly Supervised Temporal Action Detector
6 ECCV18 W-TALC W-TALC: Weakly-supervised Temporal Activity Localization and Classification
7 ECCV18 AutoLoc AutoLoc: Weakly-supervised Temporal Action Localization Caffe
8 AAAI19 STAR Segregated Temporal Assembly Recurrent Networks for Weakly Supervised Multiple Action Detection
9 ICLR19 MAAN Marginalized Average Attentional Network for Weakly-Supervised Learning
10 CVPR19 CMCS Completeness Modeling and Context Separation for Weakly Supervised Temporal Action Localization PyTorch
11 CVPR19 Moltisanti et al. Action Recognition from Single Timestamp Supervision in Untrimmed Videos PyTorch
12 ICCV19 Nguyen et al. Weakly-supervised Action Localization with Background Modeling
13 ICCV19 CleanNet Weakly Supervised Temporal Action Localization Through Contrast Based Evaluation Networks
14 ICCV19 3C-Net 3C-Net: Category Count and Center Loss for Weakly-Supervised Action Localization PyTorch
15 AAAI20 BasNet Background Suppression Network for Weakly-supervised Temporal Action Localization PyTorch
16 SF-Net SF-Net: Single-Frame Supervision for Temporal Action Localization
17 TTC-Loc Towards Train-Test Consistency for Semi-supervised Temporal Action Localization

Results on THUMOS14

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