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Weakly-supervised Temporal Action Localization

Papers

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Showing 1–50 of 76 papers

TitleStatusHype
Bridge the Gap: From Weak to Full Supervision for Temporal Action Localization with PseudoFormer—0
Rethinking Pseudo-Label Guided Learning for Weakly Supervised Temporal Action Localization from the Perspective of Noise Correction—0
Weakly Supervised Temporal Action Localization via Dual-Prior Collaborative Learning Guided by Multimodal Large Language Models—0
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
Can MLLMs Guide Weakly-Supervised Temporal Action Localization Tasks?—0
Probabilistic Vision-Language Representation for Weakly Supervised Temporal Action LocalizationCode1
Full-Stage Pseudo Label Quality Enhancement for Weakly-supervised Temporal Action LocalizationCode0
STAT: Towards Generalizable Temporal Action Localization—0
Weakly supervised temporal action localization with actionness-guided false positive suppressionCode0
Realigning Confidence with Temporal Saliency Information for Point-Level Weakly-Supervised Temporal Action LocalizationCode1
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based ApproachCode1
Sub-action Prototype Learning for Point-level Weakly-supervised Temporal Action Localization—0
Cross-Video Contextual Knowledge Exploration and Exploitation for Ambiguity Reduction in Weakly Supervised Temporal Action Localization—0
DDG-Net: Discriminability-Driven Graph Network for Weakly-supervised Temporal Action LocalizationCode1
Actionness Inconsistency-guided Contrastive Learning for Weakly-supervised Temporal Action LocalizationCode1
Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationCode1
Video-Specific Query-Key Attention Modeling for Weakly-Supervised Temporal Action Localization—0
Boosting Weakly-Supervised Temporal Action Localization with Text InformationCode1
Weakly-Supervised Temporal Action Localization with Bidirectional Semantic Consistency ConstraintCode0
Improving Weakly Supervised Temporal Action Localization by Bridging Train-Test Gap in Pseudo LabelsCode1
JCDNet: Joint of Common and Definite phases Network for Weakly Supervised Temporal Action Localization—0
Unified Keypoint-based Action Recognition Framework via Structured Keypoint Pooling—0
Weakly-Supervised Temporal Action Localization by Inferring Salient Snippet-FeatureCode0
Cascade Evidential Learning for Open-World Weakly-Supervised Temporal Action Localization—0
Two-Stream Networks for Weakly-Supervised Temporal Action Localization With Semantic-Aware Mechanisms—0
PivoTAL: Prior-Driven Supervision for Weakly-Supervised Temporal Action Localization—0
Distilling Vision-Language Pre-training to Collaborate with Weakly-Supervised Temporal Action Localization—0
Slow Motion Matters: A Slow Motion Enhanced Network for Weakly Supervised Temporal Action Localization—0
Enabling Weakly-Supervised Temporal Action Localization from On-Device Learning of the Video Stream—0
Consistency-based Self-supervised Learning for Temporal Anomaly LocalizationCode1
Forcing the Whole Video as Background: An Adversarial Learning Strategy for Weakly Temporal Action Localization—0
Weakly-Supervised Temporal Action Localization by Progressive Complementary LearningCode0
Convex Combination Consistency between Neighbors for Weakly-supervised Action LocalizationCode1
Fine-grained Temporal Contrastive Learning for Weakly-supervised Temporal Action LocalizationCode1
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action LocalizationCode1
Weakly Supervised Temporal Action Localization via Representative Snippet Knowledge PropagationCode1
Exploring Denoised Cross-Video Contrast for Weakly-Supervised Temporal Action Localization—0
ACGNet: Action Complement Graph Network for Weakly-supervised Temporal Action LocalizationCode0
Background-Click Supervision for Temporal Action LocalizationCode1
Foreground-Action Consistency Network for Weakly Supervised Temporal Action LocalizationCode1
Deep Motion Prior for Weakly-Supervised Temporal Action Localization—0
Learning Action Completeness from Points for Weakly-supervised Temporal Action LocalizationCode1
Cross-modal Consensus Network forWeakly Supervised Temporal Action LocalizationCode1
Transferable Knowledge-Based Multi-Granularity Aggregation Network for Temporal Action Localization: Submission to ActivityNet Challenge 2021—0
Cross-modal Consensus Network for Weakly Supervised Temporal Action LocalizationCode1
Two-Stream Consensus Network: Submission to HACS Challenge 2021 Weakly-Supervised Learning Track—0
Weakly-Supervised Temporal Action Localization Through Local-Global Background Modeling—0
Action Unit Memory Network for Weakly Supervised Temporal Action Localization—0
ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action LocalizationCode1
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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