Papers with Code · CC BY-SA 4.0

ActivityNet-1.3

아카이브 평가 33건 · 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
RDFA-S6 (InternVideo2-6B)	mAP IOU@0.5 64.1 mAP 42.9 mAP IOU@0.75 44.0 mAP IOU@0.95 10.6	Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism 2024-07-18	코드 1
ActionMamba (InternVideo2-6B)	mAP IOU@0.5 62.43 mAP 42.02 mAP IOU@0.75 43.49 mAP IOU@0.95 10.23	Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding 2024-03-14	코드 1
PRN+BMN (ensemble)	mAP IOU@0.5 59.7 mAP 42.0	Proposal Relation Network for Temporal Action Detection 2021-06-20	코드 1
AdaTAD (VideoMAEv2-giant)	mAP IOU@0.5 61.72 mAP 41.93 mAP IOU@0.75 43.35 mAP IOU@0.95 10.85	End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames 2023-11-28	코드 1 · 코드 2
InternVideo2-6B	mAP 41.2	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding 2024-03-22	코드 1 · 코드 2
InternVideo2-1B	mAP 40.4	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding 2024-03-22	코드 1 · 코드 2
UniMD+Sync.	mAP IOU@0.5 60.29 mAP 39.83	UniMD: Towards Unifying Moment Retrieval and Temporal Action Detection 2024-04-07	코드 1
PRN (CSN)	mAP IOU@0.5 57.9 mAP 39.4	Proposal Relation Network for Temporal Action Detection 2021-06-20	코드 1
InternVideo	mAP 39.00	InternVideo: General Video Foundation Models via Generative and Discriminative Learning 2022-12-06	코드 1 · 코드 2
TCANet (SlowFast R101)	mAP IOU@0.5 54.33 mAP 37.56 mAP IOU@0.75 39.13 mAP IOU@0.95 8.41	Temporal Context Aggregation Network for Temporal Action Proposal Refinement 2021-03-24	코드 1
PRN (ViViT)	mAP IOU@0.5 55.5 mAP 37.5	Proposal Relation Network for Temporal Action Detection 2021-06-20	코드 1
AVFusion	mAP IOU@0.5 54.34 mAP 36.82 mAP IOU@0.75 37.66 mAP IOU@0.95 8.93	Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localization 2021-06-27	코드 1
TriDet (TSP features)	mAP IOU@0.5 54.7 mAP 36.8 mAP IOU@0.75 38.0 mAP IOU@0.95 8.4	TriDet: Temporal Action Detection with Relative Boundary Modeling 2023-03-13	코드 1
TadTR (TSP features)	mAP IOU@0.5 53.62 mAP 36.75 mAP IOU@0.75 37.52 mAP IOU@0.95 10.56	End-to-end Temporal Action Detection with Transformer 2021-06-18	코드 1
ActionFormer (TSP feautures)	mAP IOU@0.5 54.7 mAP 36.6 mAP IOU@0.75 37.8 mAP IOU@0.95 8.4	ActionFormer: Localizing Moments of Actions with Transformers 2022-02-16	코드 1
TAGS (I3D)	mAP 36.5	Proposal-Free Temporal Action Detection via Global Segmentation Mask Learning 2022-07-14	코드 1 · 코드 2
VSGN (TSP features)	mAP IOU@0.5 53.26 mAP 35.94 mAP IOU@0.75 36.76 mAP IOU@0.95 8.12	Video Self-Stitching Graph Network for Temporal Action Localization 2020-11-30	코드 1
TSP	mAP IOU@0.5 51.26 mAP 35.81 mAP IOU@0.75 37.12 mAP IOU@0.95 9.29	TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks 2020-11-23	코드 1
HCN(I3D features)	mAP IOU@0.5 52.51 mAP 35.61 mAP IOU@0.75 36.10 mAP IOU@0.95 7.12	Improve Temporal Action Proposals using Hierarchical Context 2023-04-03	연결 없음
DCAN (TSN features)	mAP IOU@0.5 51.78 mAP 35.39 mAP IOU@0.75 35.98 mAP IOU@0.95 9.45	DCAN: Improving Temporal Action Detection via Dual Context Aggregation 2021-12-07	코드 1
E2E-TAD (SlowFast R50+TadTR)	mAP IOU@0.5 50.47 mAP 35.10 mAP IOU@0.75 35.99 mAP IOU@0.95 10.83	An Empirical Study of End-to-End Temporal Action Detection 2022-04-06	코드 1
LoFi+G-TAD	mAP IOU@0.5 50.91 mAP 34.96 mAP IOU@0.75 35.86 mAP IOU@0.95 8.79	Low-Fidelity Video Encoder Optimization for Temporal Action Localization 2021-12-01	연결 없음
BSN++	mAP IOU@0.5 51.27 mAP 34.88 mAP IOU@0.75 35.70 mAP IOU@0.95 8.33	BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation 2020-09-15	코드 1
G-TAD+BSP	mAP IOU@0.5 50.94 mAP 34.75 mAP IOU@0.75 35.61 mAP IOU@0.95 7.98	Boundary-sensitive Pre-training for Temporal Localization in Videos 2020-11-21	코드 1
SSTAP@100%+	mAP IOU@0.5 50.72 mAP 34.48 mAP IOU@0.75 35.28 mAP IOU@0.95 7.87	Self-Supervised Learning for Semi-Supervised Temporal Action Proposal 2021-04-07	코드 1
BC-GNN	mAP IOU@0.5 50.56 mAP 34.26 mAP IOU@0.75 34.75 mAP IOU@0.95 9.37	Boundary Content Graph Neural Network for Temporal Action Proposal Generation 2020-08-04	연결 없음
GCM	mAP IOU@0.5 51.03 mAP 34.24 mAP IOU@0.75 35.17 mAP IOU@0.95 7.44	Graph Convolutional Module for Temporal Action Localization in Videos 2021-12-01	연결 없음
G-TAD	mAP IOU@0.5 50.36 mAP 34.09 mAP IOU@0.75 34.60 mAP IOU@0.95 9.02	G-TAD: Sub-Graph Localization for Temporal Action Detection 2019-11-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7
BMN	mAP IOU@0.5 50.07 mAP 33.85 mAP IOU@0.75 34.78 mAP IOU@0.95 8.29	BMN: Boundary-Matching Network for Temporal Action Proposal Generation 2019-07-23	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15
SSN	mAP IOU@0.5 39.12 mAP 32.26	A Pursuit of Temporal Accuracy in General Activity Detection 2017-03-08	코드 1