Papers with Code · CC BY-SA 4.0

THUMOS’14

아카이브 평가 42건 · 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
AdaTAD (VideoMAEv2-giant)	mAP IOU@0.5 80.9 mAP IOU@0.3 89.7 mAP IOU@0.4 86.7 mAP IOU@0.6 71.0 mAP IOU@0.7 56.1 Avg mAP (0.3:0.7) 76.9	End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames 2023-11-28	코드 1 · 코드 2
RDFA-S6 (InternVideo2-6B)	mAP IOU@0.5 78.2 mAP IOU@0.3 88.7 mAP IOU@0.4 84.6 mAP IOU@0.6 66.6 mAP IOU@0.7 51.9 Avg mAP (0.3:0.7) 74.2	Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism 2024-07-18	코드 1
ActionMamba(InternVideo2-6B)	mAP IOU@0.5 76.90 mAP IOU@0.3 86.89 mAP IOU@0.4 83.09 mAP IOU@0.6 65.91 mAP IOU@0.7 50.82 Avg mAP (0.3:0.7) 72.72	Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding 2024-03-14	코드 1
InternVideo2-6B	Avg mAP (0.3:0.7) 72.0	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding 2024-03-22	코드 1 · 코드 2
ActionFormer (InternVideo features)	Avg mAP (0.3:0.7) 71.58	InternVideo: General Video Foundation Models via Generative and Discriminative Learning 2022-12-06	코드 1 · 코드 2
TriDet (VideoMAE v2-g feature)	mAP IOU@0.5 73.3 mAP IOU@0.3 84.8 mAP IOU@0.4 80.0 mAP IOU@0.6 63.8 mAP IOU@0.7 48.8 Avg mAP (0.3:0.7) 70.1	Temporal Action Localization with Enhanced Instant Discriminability 2023-09-11	코드 1 · 코드 2 · 코드 3
InternVideo2-1B	Avg mAP (0.3:0.7) 69.8	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding 2024-03-22	코드 1 · 코드 2
ActionFormer (VideoMAE V2-g features)	mAP IOU@0.5 73.0 mAP IOU@0.3 84.0 mAP IOU@0.4 79.6 mAP IOU@0.6 63.5 mAP IOU@0.7 47.7 Avg mAP (0.3:0.7) 69.6	VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking 2023-03-29	코드 1
TriDet (I3D features)	mAP IOU@0.5 72.9 mAP IOU@0.3 83.6 mAP IOU@0.4 80.1 mAP IOU@0.6 62.4 mAP IOU@0.7 47.4 Avg mAP (0.3:0.7) 69.3	TriDet: Temporal Action Detection with Relative Boundary Modeling 2023-03-13	코드 1
ASL(I3D features)	mAP IOU@0.5 71.7 mAP IOU@0.3 83.1 mAP IOU@0.4 79.0 mAP IOU@0.6 59.7 mAP IOU@0.7 45.8 Avg mAP (0.3:0.7) 67.9	Action Sensitivity Learning for Temporal Action Localization 2023-05-25	연결 없음
TemporalMaxer (I3D features)	mAP IOU@0.5 71.8 mAP IOU@0.3 82.8 mAP IOU@0.4 78.9 mAP IOU@0.6 60.5 mAP IOU@0.7 44.7 Avg mAP (0.3:0.7) 67.7	TemporalMaxer: Maximize Temporal Context with only Max Pooling for Temporal Action Localization 2023-03-16	코드 1
DualDETR (I3D features)	mAP IOU@0.5 70.4 mAP IOU@0.3 82.9 mAP IOU@0.4 78.0 mAP IOU@0.6 58.5 mAP IOU@0.7 44.4 Avg mAP (0.3:0.7) 66.8	Dual DETRs for Multi-Label Temporal Action Detection 2024-03-31	연결 없음
ActionFormer (I3D features)	mAP IOU@0.5 71.0 mAP IOU@0.3 82.1 mAP IOU@0.4 77.8 mAP IOU@0.6 59.4 mAP IOU@0.7 43.9 Avg mAP (0.3:0.7) 66.8	ActionFormer: Localizing Moments of Actions with Transformers 2022-02-16	코드 1
TadML(two-stream)	mAP IOU@0.5 62.53 mAP IOU@0.3 73.29 mAP IOU@0.4 69.73 mAP IOU@0.6 53.36 mAP IOU@0.7 39.60 Avg mAP (0.3:0.7) 59.70	TadML: A fast temporal action detection with Mechanics-MLP 2022-06-07	코드 1
BasicTAD (160,6,192,R50-SlowOnly)	mAP IOU@0.5 63.5 mAP IOU@0.3 75.5 mAP IOU@0.4 70.8 mAP IOU@0.6 50.9 mAP IOU@0.7 37.4 Avg mAP (0.3:0.7) 59.6	BasicTAD: an Astounding RGB-Only Baseline for Temporal Action Detection 2022-05-05	코드 1 · 코드 2
TadTR	mAP IOU@0.5 60.1 mAP IOU@0.3 74.8 mAP IOU@0.4 69.1 mAP IOU@0.6 46.6 mAP IOU@0.7 32.8 Avg mAP (0.3:0.7) 56.7	End-to-end Temporal Action Detection with Transformer 2021-06-18	코드 1
ReAct (TSN features)	mAP IOU@0.5 57.1 mAP IOU@0.3 69.2 mAP IOU@0.4 65.0 mAP IOU@0.6 47.8 mAP IOU@0.7 35.6 Avg mAP (0.3:0.7) 55.0	ReAct: Temporal Action Detection with Relational Queries 2022-07-14	코드 1
BasicTAD (112,3,96,R50-SlowOnly)	mAP IOU@0.5 58.6 mAP IOU@0.3 68.4 mAP IOU@0.4 65.0 mAP IOU@0.6 49.2 mAP IOU@0.7 33.5 Avg mAP (0.3:0.7) 54.9	BasicTAD: an Astounding RGB-Only Baseline for Temporal Action Detection 2022-05-05	코드 1 · 코드 2
E2E-TAD (SlowFast R50+TadTR)	mAP IOU@0.5 56.0 mAP IOU@0.3 69.4 mAP IOU@0.4 64.3 mAP IOU@0.6 46.4 mAP IOU@0.7 34.9 Avg mAP (0.3:0.7) 54.2	An Empirical Study of End-to-End Temporal Action Detection 2022-04-06	코드 1
TadML(rgb-only)	mAP IOU@0.5 56.61 mAP IOU@0.3 68.78 mAP IOU@0.4 64.66 mAP IOU@0.6 45.40 mAP IOU@0.7 31.88 Avg mAP (0.3:0.7) 53.46	TadML: A fast temporal action detection with Mechanics-MLP 2022-06-07	코드 1
MUSES	mAP IOU@0.5 56.9 mAP IOU@0.3 68.9 mAP IOU@0.4 64.0 mAP IOU@0.6 46.3 mAP IOU@0.7 31.0 Avg mAP (0.3:0.7) 53.4	Multi-shot Temporal Event Localization: a Benchmark 2020-12-17	코드 1
AVFusion	mAP IOU@0.5 57.1 mAP IOU@0.3 70.1 mAP IOU@0.4 64.9 mAP IOU@0.6 45.4 mAP IOU@0.7 28.8 Avg mAP (0.3:0.7) 53.3	Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localization 2021-06-27	코드 1
TAGS (I3D)	mAP IOU@0.5 57.0 mAP IOU@0.3 68.6 mAP IOU@0.4 63.8 mAP IOU@0.6 46.3 mAP IOU@0.7 31.8 Avg mAP (0.3:0.7) 52.8	Proposal-Free Temporal Action Detection via Global Segmentation Mask Learning 2022-07-14	코드 1 · 코드 2
DCAN (TSN features)	mAP IOU@0.5 54.1 mAP IOU@0.3 68.2 mAP IOU@0.4 62.7 mAP IOU@0.6 43.9 mAP IOU@0.7 32.6 Avg mAP (0.3:0.7) 52.3	DCAN: Improving Temporal Action Detection via Dual Context Aggregation 2021-12-07	코드 1
TSP	mAP IOU@0.5 53.5 mAP IOU@0.1 74.02 mAP IOU@0.2 72.29 mAP IOU@0.3 69.1 mAP IOU@0.4 63.3 mAP IOU@0.6 40.4 mAP IOU@0.7 26 Avg mAP (0.3:0.7) 50.46	TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks 2020-11-23	코드 1
VSGN	mAP IOU@0.5 52.4 mAP IOU@0.3 66.7 mAP IOU@0.4 60.4 mAP IOU@0.6 41.0 mAP IOU@0.7 30.4 Avg mAP (0.3:0.7) 50.2	Video Self-Stitching Graph Network for Temporal Action Localization 2020-11-30	코드 1
DaoTAD	mAP IOU@0.5 53.8 mAP IOU@0.3 62.8 mAP IOU@0.4 59.5 mAP IOU@0.6 43.6 mAP IOU@0.7 30.1 Avg mAP (0.3:0.7) 50.0	RGB Stream Is Enough for Temporal Action Detection 2021-07-09	코드 1
Decouple-SSAD	mAP IOU@0.5 44.2 mAP IOU@0.3 60.2 mAP IOU@0.4 54.1 mAP IOU@0.6 32.3 mAP IOU@0.7 19.1 Avg mAP (0.3:0.7) 42.0	Decoupling Localization and Classification in Single Shot Temporal Action Detection 2019-04-16	코드 1
TAL-Net	mAP IOU@0.5 42.8 mAP IOU@0.1 59.8 mAP IOU@0.2 57.1 mAP IOU@0.3 53.2 mAP IOU@0.4 48.5 mAP IOU@0.6 33.8 mAP IOU@0.7 20.8 Avg mAP (0.3:0.7) 39.8	Rethinking the Faster R-CNN Architecture for Temporal Action Localization 2018-04-20	연결 없음
GCM	mAP IOU@0.5 51.9 mAP IOU@0.1 72.5 mAP IOU@0.2 70.9 mAP IOU@0.3 66.5 mAP IOU@0.4 60.8	Graph Convolutional Module for Temporal Action Localization in Videos 2021-12-01	연결 없음