Papers with Code · CC BY-SA 4.0

THUMOS 2014

아카이브 평가 30건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
HR-Pro	mAP@0.5 52.2 mAP@0.1:0.7 60.3 mAP@0.1:0.5 71.6	HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation 2023-08-24	코드 1
LACP	mAP@0.5 45.3 mAP@0.1:0.7 52.8 mAP@0.1:0.5 62.7	Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization 2021-08-11	코드 1
SAL	mAP@0.5 41.8 mAP@0.1:0.7 50.6 mAP@0.1:0.5 61.5	Multilevel semantic and adaptive actionness learning for weakly supervised temporal action localization 2024-11-24	코드 1
PivoTAL	mAP@0.5 42.8 mAP@0.1:0.7 49.6 mAP@0.1:0.5 60.1	PivoTAL: Prior-Driven Supervision for Weakly-Supervised Temporal Action Localization 2023-01-01	연결 없음
CASE + Zhou et al.	mAP@0.1:0.7 49.2	Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach 2023-12-21	코드 1
AFPS	mAP@0.5 41.0 mAP@0.1:0.7 48.5 mAP@0.1:0.5 59.1	Weakly supervised temporal action localization with actionness-guided false positive suppression 2024-04-15	코드 1
P-MIL	mAP@0.5 40.0 mAP@0.1:0.7 47.0 mAP@0.1:0.5 57.4	Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action Localization 2023-05-29	코드 1
AICL	mAP@0.5 36.9 mAP@0.1:0.7 46.4 mAP@0.1:0.5 56.9	Actionness Inconsistency-guided Contrastive Learning for Weakly-supervised Temporal Action Localization 2023-06-26	코드 1
TSN	mAP@0.5 37.1 mAP@0.1:0.7 46.2 mAP@0.1:0.5 57.2	Two-Stream Networks for Weakly-Supervised Temporal Action Localization With Semantic-Aware Mechanisms 2023-01-01	연결 없음
CASE	mAP@0.1:0.7 46.2 mAP@0.1:0.5 57.1	Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach 2023-12-21	코드 1
Ju et al.	mAP@0.5 35.9 mAP@0.1:0.7 44.8 mAP@0.1:0.5 55.6	Point-Level Temporal Action Localization: Bridging Fully-supervised Proposals to Weakly-supervised Losses 2020-12-15	연결 없음
CO2-Net	mAP@0.5 38.3 mAP@0.1:0.7 44.6 mAP@0.1:0.5 54.4	Cross-modal Consensus Network for Weakly Supervised Temporal Action Localization 2021-07-27	코드 1 · 코드 2
ACM-Net	mAP@0.5 34.6 mAP@0.1:0.7 42.6 mAP@0.1:0.5 53.2	ACM-Net: Action Context Modeling Network for Weakly-Supervised Temporal Action Localization 2021-04-07	코드 1 · 코드 2
Lee et al.	mAP@0.5 33.7 mAP@0.1:0.7 41.9 mAP@0.1:0.5 51.6	Weakly-supervised Temporal Action Localization by Uncertainty Modeling 2020-06-12	코드 1 · 코드 2
SF-Net	mAP@0.5 30.5 mAP@0.1:0.7 41.2 mAP@0.1:0.5 51.2	SF-Net: Single-Frame Supervision for Temporal Action Localization 2020-03-15	코드 1
CoLA	mAP@0.5 32.2 mAP@0.1:0.7 40.9 mAP@0.1:0.5 50.3	CoLA: Weakly-Supervised Temporal Action Localization with Snippet Contrastive Learning 2021-03-30	코드 1
A2CL-PT	mAP@0.5 30.1 mAP@0.1:0.7 37.8 mAP@0.1:0.5 46.9	Adversarial Background-Aware Loss for Weakly-supervised Temporal Activity Localization 2020-07-13	코드 1
DGAM	mAP@0.5 28.8 mAP@0.1:0.7 37.0 mAP@0.1:0.5 45.6	Weakly-Supervised Action Localization by Generative Attention Modeling 2020-03-27	코드 1
BaS-Net	mAP@0.5 27 mAP@0.1:0.7 35.3 mAP@0.1:0.5 43.6	Background Suppression Network for Weakly-supervised Temporal Action Localization 2019-11-22	코드 1 · 코드 2
CMCS	mAP@0.5 23.1 mAP@0.1:0.7 32.4	Completeness Modeling and Context Separation for Weakly Supervised Temporal Action Localization 2019-06-01	코드 1
MAAN	mAP@0.5 20.3 mAP@0.1:0.7 31.6	Marginalized Average Attentional Network for Weakly-Supervised Learning 2019-05-21	연결 없음
STPN	mAP@0.5 16.9 mAP@0.1:0.7 27.0	Weakly Supervised Action Localization by Sparse Temporal Pooling Network 2017-12-14	코드 1 · 코드 2 · 코드 3
D2-Net	mAP@0.5 35.9 mAP@0.1:0.7 - mAP@0.1:0.5 51.4	D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations 2020-12-11	코드 1
3C-Net	mAP@0.5 26.6	3C-Net: Category Count and Center Loss for Weakly-Supervised Action Localization 2019-08-22	코드 1
TSM	mAP@0.5 24.5 mAP@0.1:0.7 -	Temporal Structure Mining for Weakly Supervised Action Detection 2019-10-01	연결 없음
CleanNet	mAP@0.5 23.9 mAP@0.1:0.7 -	Weakly Supervised Temporal Action Localization Through Contrast Based Evaluation Networks 2019-10-01	연결 없음
W-TALC	mAP@0.5 22.8 mAP@0.1:0.7 -	W-TALC: Weakly-supervised Temporal Activity Localization and Classification 2018-07-27	코드 1
AutoLoc	mAP@0.5 21.2 mAP@0.1:0.7 -	AutoLoc: Weakly-supervised Temporal Action Localization in Untrimmed Videos 2018-09-01	연결 없음
UntrimmedNets	mAP@0.5 13.7 mAP@0.1:0.7 -	UntrimmedNets for Weakly Supervised Action Recognition and Detection 2017-03-09	코드 1 · 코드 2
Hide-and-seek	mAP@0.5 6.8 mAP@0.1:0.7 -	Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization 2017-04-13	코드 1 · 코드 2 · 코드 3