Weakly Supervised Action Localization On

Metrics

mAP@0.1:0.5

mAP@0.1:0.7

mAP@0.5

Results

Performance results of various models on this benchmark

Model Name	mAP@0.1:0.5	mAP@0.1:0.7	mAP@0.5	Paper Title	Repository
Lee et al.	51.6	41.9	33.7	Weakly-supervised Temporal Action Localization by Uncertainty Modeling
D2-Net	51.4	-	35.9	D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations	-
CMCS	-	32.4	23.1	Completeness Modeling and Context Separation for Weakly Supervised Temporal Action Localization
CleanNet	-	-	23.9	Weakly Supervised Temporal Action Localization Through Contrast Based Evaluation Networks	-
A2CL-PT	46.9	37.8	30.1	Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization
3C-Net	-	-	26.6	3C-Net: Category Count and Center Loss for Weakly-Supervised Action Localization
P-MIL	57.4	47.0	40.0	Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization
TSN	57.2	46.2	37.1	Two-Stream Networks for Weakly-Supervised Temporal Action Localization With Semantic-Aware Mechanisms	-
DGAM	45.6	37.0	28.8	Weakly-Supervised Action Localization by Generative Attention Modeling
CO2-Net	54.4	44.6	38.3	Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization
CoLA	50.3	40.9	32.2	CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning
SAL	61.5	50.6	41.8	Multilevel semantic and adaptive actionness learning for weakly supervised temporal action localization
ASM-Loc	-	45.1	36.6	ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization	-
HR-Pro	71.6	60.3	52.2	HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation
LACP	62.7	52.8	45.3	Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization
AICL	56.9	46.4	36.9	Actionness Inconsistency-guided Contrastive Learning for Weakly-supervised Temporal Action Localization
Ju et al.	55.6	44.8	35.9	Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses	-
STPN	-	27.0	16.9	Weakly Supervised Action Localization by Sparse Temporal Pooling Network
AutoLoc	-	-	21.2	AutoLoc: Weakly-supervised Temporal Action Localization in Untrimmed Videos	-
TSM	-	-	24.5	Temporal Structure Mining for Weakly Supervised Action Detection	-

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