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SotA/Methodology/Zero-Shot Learning/THUMOS 2014

Zero-Shot Learning on THUMOS 2014

Metric: mAP@0.1:0.7 (higher is better)

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#Model↕mAP@0.1:0.7▼AugmentationsPaperDate↕Code
1HR-Pro60.3YesHR-Pro: Point-supervised Temporal Action Localiz...2023-08-24Code
2LACP52.8YesLearning Action Completeness from Points for Wea...2021-08-11Code
3SAL50.6No--Code
4PivoTAL49.6No---
5CASE + Zhou et al.49.2NoRevisiting Foreground and Background Separation ...2023-12-21Code
6AFPS48.5No--Code
7P-MIL47NoProposal-Based Multiple Instance Learning for We...2023-05-29Code
8AICL46.4No--Code
9TSN46.2No---
10CASE46.2NoRevisiting Foreground and Background Separation ...2023-12-21Code
11Ju et al.44.8YesPoint-Level Temporal Action Localization: Bridgi...2020-12-15-
12CO2-Net44.6NoCross-modal Consensus Network for Weakly Supervi...2021-07-27Code
13ACM-Net42.6NoACM-Net: Action Context Modeling Network for Wea...2021-04-07Code
14Lee et al.41.9NoWeakly-supervised Temporal Action Localization b...2020-06-12Code
15SF-Net41.2YesSF-Net: Single-Frame Supervision for Temporal Ac...2020-03-15Code
16CoLA40.9NoCoLA: Weakly-Supervised Temporal Action Localiza...2021-03-30Code
17A2CL-PT37.8NoAdversarial Background-Aware Loss for Weakly-sup...2020-07-13Code
18DGAM37NoWeakly-Supervised Action Localization by Generat...2020-03-27Code
19BaS-Net35.3NoBackground Suppression Network for Weakly-superv...2019-11-22Code
20CMCS32.4No--Code
21MAAN31.6NoMarginalized Average Attentional Network for Wea...2019-05-21-
22STPN27NoWeakly Supervised Action Localization by Sparse ...2017-12-14Code