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

				Paper Title	Repository
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
SAL	61.5	50.6	41.8	Multilevel semantic and adaptive actionness learning for weakly supervised temporal action localization	-
PivoTAL	60.1	49.6	42.8	PivoTAL: Prior-Driven Supervision for Weakly-Supervised Temporal Action Localization	-
CASE + Zhou et al.	-	49.2	-	Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach
AFPS	59.1	48.5	41.0	Weakly supervised temporal action localization with actionness-guided false positive suppression	-
P-MIL	57.4	47.0	40.0	Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization
AICL	56.9	46.4	36.9	Actionness Inconsistency-guided Contrastive 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	-
CASE	57.1	46.2	-	Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach
ASM-Loc	-	45.1	36.6	ASM-Loc: Action-aware Segment Modeling 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	-
CO2-Net	54.4	44.6	38.3	Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization
ACM-Net	53.2	42.6	34.6	ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization
Lee et al.	51.6	41.9	33.7	Weakly-supervised Temporal Action Localization by Uncertainty Modeling
SF-Net	51.2	41.2	30.5	SF-Net: Single-Frame Supervision for Temporal Action Localization
CoLA	50.3	40.9	32.2	CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning
A2CL-PT	46.9	37.8	30.1	Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization
DGAM	45.6	37.0	28.8	Weakly-Supervised Action Localization by Generative Attention Modeling
BaS-Net	43.6	35.3	27	Background Suppression Network for Weakly-supervised Temporal Action Localization

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Weakly Supervised Action Localization On

Metrics

Results