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Weakly-supervised Temporal Action Localization

Papers

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Showing 1–50 of 76 papers

TitleStatusHype
Improving Weakly Supervised Temporal Action Localization by Bridging Train-Test Gap in Pseudo LabelsCode1
Actionness Inconsistency-guided Contrastive Learning for Weakly-supervised Temporal Action LocalizationCode1
DDG-Net: Discriminability-Driven Graph Network for Weakly-supervised Temporal Action LocalizationCode1
Foreground-Action Consistency Network for Weakly Supervised Temporal Action LocalizationCode1
Fine-grained Temporal Contrastive Learning for Weakly-supervised Temporal Action LocalizationCode1
Weakly Supervised Temporal Action Localization Using Deep Metric LearningCode1
Weakly-Supervised Action Localization by Generative Attention ModelingCode1
Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity LocalizationCode1
The Blessings of Unlabeled Background in Untrimmed VideosCode1
A Hybrid Attention Mechanism for Weakly-Supervised Temporal Action LocalizationCode1
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action LocalizationCode1
ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action LocalizationCode1
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based ApproachCode1
Background-Click Supervision for Temporal Action LocalizationCode1
Weakly-supervised Temporal Action Localization by Uncertainty ModelingCode1
Background Suppression Network for Weakly-supervised Temporal Action LocalizationCode1
Boosting Weakly-Supervised Temporal Action Localization with Text InformationCode1
Realigning Confidence with Temporal Saliency Information for Point-Level Weakly-Supervised Temporal Action LocalizationCode1
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationCode1
Probabilistic Vision-Language Representation for Weakly Supervised Temporal Action LocalizationCode1
Learning Action Completeness from Points for Weakly-supervised Temporal Action LocalizationCode1
CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive LearningCode1
Weakly Supervised Temporal Action Localization via Representative Snippet Knowledge PropagationCode1
Consistency-based Self-supervised Learning for Temporal Anomaly LocalizationCode1
Convex Combination Consistency between Neighbors for Weakly-supervised Action LocalizationCode1
Cross-modal Consensus Network for Weakly Supervised Temporal Action LocalizationCode1
Cross-modal Consensus Network forWeakly Supervised Temporal Action LocalizationCode1
3C-Net: Category Count and Center Loss for Weakly-Supervised Action LocalizationCode0
ACGNet: Action Complement Graph Network for Weakly-supervised Temporal Action LocalizationCode0
AutoLoc: Weakly-supervised Temporal Action LocalizationCode0
Completeness Modeling and Context Separation for Weakly Supervised Temporal Action LocalizationCode0
D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised ActivationsCode0
Full-Stage Pseudo Label Quality Enhancement for Weakly-supervised Temporal Action LocalizationCode0
Generalized Uncertainty-Based Evidential Fusion with Hybrid Multi-Head Attention for Weak-Supervised Temporal Action LocalizationCode0
Multilevel semantic and adaptive actionness learning for weakly supervised temporal action localizationCode0
RefineLoc: Iterative Refinement for Weakly-Supervised Action LocalizationCode0
Weakly Supervised Action Localization by Sparse Temporal Pooling NetworkCode0
Weakly-Supervised Temporal Action Localization by Progressive Complementary LearningCode0
Weakly-Supervised Temporal Action Localization by Inferring Salient Snippet-FeatureCode0
Weakly-Supervised Temporal Action Localization with Bidirectional Semantic Consistency ConstraintCode0
Weakly supervised temporal action localization with actionness-guided false positive suppressionCode0
JCDNet: Joint of Common and Definite phases Network for Weakly Supervised Temporal Action Localization—0
Cascade Evidential Learning for Open-World Weakly-Supervised Temporal Action Localization—0
Towards Train-Test Consistency for Semi-supervised Temporal Action Localization—0
Marginalized Average Attentional Network for Weakly-Supervised Learning—0
Weakly Supervised Temporal Action Localization Through Learning Explicit Subspaces for Action and Context—0
PivoTAL: Prior-Driven Supervision for Weakly-Supervised Temporal Action Localization—0
Cascaded Pyramid Mining Network for Weakly Supervised Temporal Action Localization—0
Can MLLMs Guide Weakly-Supervised Temporal Action Localization Tasks?—0
Bridge the Gap: From Weak to Full Supervision for Temporal Action Localization with PseudoFormer—0
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All datasetsTHUMOS14ActivityNet-1.3UCF101-24

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ASM-LocmAP IOU@0.171.2—Unverified
2CO2-NetmAP@AVG(0.1:0.9)35.7—Unverified
3A2CL-PTmAP@AVG(0.1:0.9)30—Unverified
#ModelMetricClaimedVerifiedStatus
1ASM-LocmAP25.1—Unverified
#ModelMetricClaimedVerifiedStatus
1Structured Keypoint PoolingmAP@0.261.8—Unverified