UCF-Crime

아카이브 평가 21건 · 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
STEAD-Base	ROC AUC 91.34	STEAD: Spatio-Temporal Efficient Anomaly Detection for Time and Compute Sensitive Applications 2025-03-11	코드 1
MTFL (VST, finetuned on VADD)	ROC AUC 89.78	MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos 2024-10-08	코드 1
STEAD-Fast	ROC AUC 88.87	STEAD: Spatio-Temporal Efficient Anomaly Detection for Time and Compute Sensitive Applications 2025-03-11	코드 1
BN-WVAD	ROC AUC 87.24	BatchNorm-based Weakly Supervised Video Anomaly Detection 2023-11-26	코드 1
MTFL (VST)	ROC AUC 87.16	MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos 2024-10-08	코드 1
ProDisc-VAD	ROC AUC 87.12	ProDisc-VAD: An Efficient System for Weakly-Supervised Anomaly Detection in Video Surveillance Applications 2025-05-04	코드 1
MGFN	ROC AUC 86.98	MGFN: Magnitude-Contrastive Glance-and-Focus Network for Weakly-Supervised Video Anomaly Detection 2022-11-28	코드 1
PEL	ROC AUC 86.76	Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection 2023-06-26	코드 1
S3R	ROC AUC 85.99	Self-supervised Sparse Representation for Video Anomaly Detection 2022-10-23	코드 1
WSAL	ROC AUC 85.38	Localizing Anomalies from Weakly-Labeled Videos 2020-08-20	코드 1
CR-UNet	ROC AUC 85.24	Contrastive-Regularized U-Net for Video Anomaly Detection 2023-04-11	연결 없음
Multi-stream Network with Late Fuzzy Fusion	ROC AUC 84.48	A multi-stream deep neural network with late fuzzy fusion for real-world anomaly detection 2022-03-27	연결 없음
RTFM	ROC AUC 84.03	Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning 2021-01-25	코드 1 · 코드 2 · 코드 3
MIST	ROC AUC 82.30	MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection 2021-04-04	코드 1
DMRMs	ROC AUC 81.91 Decidability - EER -	Anomalous Event Recognition in Videos Based on Joint Learningof Motion and Appearance with Multiple Ranking Measures 2021-02-02	연결 없음
Multiple-Instance-Based-Video-Anomaly-Detection-Using-Deep-Temporal-Encoding-Decoding	ROC AUC 80.10 Decidability - EER -	Multiple Instance-Based Video Anomaly Detection using Deep Temporal Encoding-Decoding 2020-07-03	코드 1
MULDE-frame-centric-micro-one-class-classification	ROC AUC 78.5%	MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection 2024-03-21	코드 1
MILR	ROC AUC 76.67 Decidability - EER -	3D ResNet with Ranking Loss Function for Abnormal Activity Detection in Videos 2020-02-04	연결 없음
GMM-based	ROC AUC 75.90 Decidability 0.885 EER 0.302	Weakly and Partially Supervised Learning Frameworks for Anomaly Detection 2020-07-23	코드 1
Sultani et al.	ROC AUC 75.41 Decidability 0.613 EER 0.353	Real-world Anomaly Detection in Surveillance Videos 2018-01-12	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9
DAKD (Weakly-supervised)	AUC 88.34	Distilling Aggregated Knowledge for Weakly-Supervised Video Anomaly Detection 2024-06-05	연결 없음