← Self-Supervised Action Recognition

Papers with Code · CC BY-SA 4.0

HMDB51

아카이브 평가 45건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

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
CoCLR	Top-1 Accuracy 46.1 Frozen false	Self-supervised Co-training for Video Representation Learning 2020-10-19	코드 1
PCL (ResNet-18)	Top-1 Accuracy 43.2 Pre-Training Dataset UCF101 Frozen false	Pretext-Contrastive Learning: Toward Good Practices in Self-supervised Video Representation Leaning 2020-10-29	코드 1
ViCC (S3D; RGB)	Top-1 Accuracy 38.5 Pre-Training Dataset UCF101 Frozen true	Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting 2021-06-18	코드 1
IIC (R3D)	Top-1 Accuracy 38.3 Pre-Training Dataset UCF101 Frozen false	Self-supervised Video Representation Learning Using Inter-intra Contrastive Framework 2020-08-06	코드 1 · 코드 2
TCE (ResNet-50)	Top-1 Accuracy 36.6 Pre-Training Dataset Kinetics400 Frozen false	Temporally Coherent Embeddings for Self-Supervised Video Representation Learning 2020-03-21	코드 1
DPC (Modified 3D Resnet-34)	Top-1 Accuracy 35.7 Pre-Training Dataset Kinetics400 Frozen false	Video Representation Learning by Dense Predictive Coding 2019-09-10	코드 1
DPC (Modified 3D ResNet-18)	Top-1 Accuracy 34.5 Pre-Training Dataset Kinetics400 Frozen false	Video Representation Learning by Dense Predictive Coding 2019-09-10	코드 1
TCE (ResNet-18)	Top-1 Accuracy 34.2 Pre-Training Dataset Kinetics400 Frozen false	Temporally Coherent Embeddings for Self-Supervised Video Representation Learning 2020-03-21	코드 1
3D RotNet (3D ResNet-18)	Top-1 Accuracy 33.7 Pre-Training Dataset Kinetics400 Frozen false	Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction 2018-11-28	연결 없음
3D Cubic Puzzles (3D ResNet-18)	Top-1 Accuracy 33.7 Pre-Training Dataset Kinetics400 Frozen false	Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles 2018-11-24	연결 없음
VCP (R3D)	Top-1 Accuracy 31.5 Pre-Training Dataset UCF101 Frozen false	Video Cloze Procedure for Self-Supervised Spatio-Temporal Learning 2020-01-02	코드 1
Video Clip Ordering (R3D)	Top-1 Accuracy 29.5 Pre-Training Dataset UCF101 Frozen false	Self-Supervised Spatiotemporal Learning via Video Clip Order Prediction 2019-06-01	연결 없음
OPN (VGG-M-2048)	Top-1 Accuracy 23.8 Pre-Training Dataset UCF101 Frozen false	Unsupervised Representation Learning by Sorting Sequences 2017-08-03	코드 1
Motion & Appearance (C3D)	Top-1 Accuracy 20.3 Pre-Training Dataset UCF101 Frozen false	Self-supervised Spatio-temporal Representation Learning for Videos by Predicting Motion and Appearance Statistics 2019-04-07	코드 1
Shuffle and Learn (AlexNet)	Top-1 Accuracy 19.8 Pre-Training Dataset UCF101 Frozen false	Shuffle and Learn: Unsupervised Learning using Temporal Order Verification 2016-03-28	연결 없음