الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Weakly Supervised Action Localization On 2

المقاييس

Mean mAP

mAP@0.5

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Mean mAP	mAP@0.5	Paper Title	Repository
SAL	30.8	48.5	Multilevel semantic and adaptive actionness learning for weakly supervised temporal action localization
D2-Net	26	42.3	D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations	-
ASL	25.8	40.2	Weakly Supervised Action Selection Learning in Video
LACP	26.8	44	Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization
CASE	27.9	43.8	Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach
CoLA	26.1	42.7	CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning
P-MIL	26.5	44.2	Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization
CMCS	-	36.8	Completeness Modeling and Context Separation for Weakly Supervised Temporal Action Localization
AutoLoc	-	27.3	AutoLoc: Weakly-supervised Temporal Action Localization in Untrimmed Videos	-
AFPS	29.9	48.6	Weakly supervised temporal action localization with actionness-guided false positive suppression
DGAM	24.4	41.0	Weakly-Supervised Action Localization by Generative Attention Modeling
AICL	29.9	49.6	Actionness Inconsistency-guided Contrastive Learning for Weakly-supervised Temporal Action Localization
CleanNet	-	37.1	Weakly Supervised Temporal Action Localization Through Contrast Based Evaluation Networks	-
SF-Net	22.8	37.8	SF-Net: Single-Frame Supervision for Temporal Action Localization
BaS-Net	-	38.5	Background Suppression Network for Weakly-supervised Temporal Action Localization
3C-Net	21.7	37.2	3C-Net: Category Count and Center Loss for Weakly-Supervised Action Localization
Lee et al.	25.9	41.2	Weakly-supervised Temporal Action Localization by Uncertainty Modeling
TSM	-	28.3	Temporal Structure Mining for Weakly Supervised Action Detection	-
W-TALC	-	37.0	W-TALC: Weakly-supervised Temporal Activity Localization and Classification

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