SOTAVerified

Weakly Supervised Action Localization

In this task, the training data consists of videos with a list of activities in them without any temporal boundary annotations. However, while testing, given a video, the algorithm should recognize the activities in the video and also provide the start and end time.

Papers

Showing 110 of 55 papers

TitleStatusHype
Multilevel semantic and adaptive actionness learning for weakly supervised temporal action localizationCode0
Weakly supervised temporal action localization with actionness-guided false positive suppressionCode0
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based ApproachCode1
Is Weakly-supervised Action Segmentation Ready For Human-Robot Interaction? No, Let's Improve It With Action-union LearningCode2
POTLoc: Pseudo-Label Oriented Transformer for Point-Supervised Temporal Action Localization0
HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability PropagationCode1
Weakly-Supervised Action Localization by Hierarchically-structured Latent Attention Modeling0
Actionness Inconsistency-guided Contrastive Learning for Weakly-supervised Temporal Action LocalizationCode1
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationCode1
Two-Stream Networks for Weakly-Supervised Temporal Action Localization With Semantic-Aware Mechanisms0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HR-Proavg-mAP (0.3-0.7)51.1Unverified
2LACPmAP@0.545.3Unverified
3LACPavg-mAP (0.3-0.7)44.5Unverified
4ProCLmAP@0.540.5Unverified
5P-MILmAP@0.540Unverified
6P-MILavg-mAP (0.3-0.7)38Unverified
7D2-NetmAP@0.535.9Unverified
8Ju et al.mAP@0.535.9Unverified
9Ju et al.avg-mAP (0.3-0.7)35.4Unverified
10ACM-NetmAP@0.534.6Unverified