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아카이브 평가 35건 · 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
MULDE-object-centric-micro	AUC 94.3%	MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection 2024-03-21	코드 1
AMSRC	AUC 93.8%	A Video Anomaly Detection Framework based on Appearance-Motion Semantics Representation Consistency 2022-04-08	연결 없음
SSMTL++v1	AUC 93.7% RBDC 40.9 TBDC 82.1 FPS 20	SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection 2022-07-16	연결 없음
AI-VAD	AUC 93.7%	An Attribute-based Method for Video Anomaly Detection 2022-12-01	코드 1 · 코드 2 · 코드 3 · 코드 4
Background-Agnostic Framework+SSMCTB	AUC 93.2% RBDC 66.04 TBDC 65.12 FPS 24	Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection 2022-09-25	코드 1
SSMTL+UBnormal	AUC 93.0% RBDC 61.10 TBDC 61.38	UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection 2021-11-16	코드 1
Background- Agnostic Framework+SSPCAB	AUC 92.9% RBDC 65.99 FPS 24	Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection 2021-11-17	코드 1 · 코드 2 · 코드 3 · 코드 4
DMAD	AUC 92.8%	Diversity-Measurable Anomaly Detection 2023-03-09	코드 1
VideoPatchCore	AUC 92.8%	VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection 2024-09-24	코드 1
PGM	AUC 92.72% RBDC 60.18 TBDC 72.09	Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified 2024-07-08	코드 1
Background-Agnostic Framework	AUC 92.3% RBDC 65.05 TBDC 66.85 FPS 25	A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video 2020-08-27	코드 1 · 코드 2
SSMTL++v2	AUC 91.6% RBDC 47.8 TBDC 85.2 FPS 19	연결 없음 논문 날짜 미기재	연결 없음
SSMTL	AUC 91.5% RBDC 57.00 TBDC 58.30 FPS 51	Anomaly Detection in Video via Self-Supervised and Multi-Task Learning 2020-11-15	코드 1
SD-MAE	AUC 91.3% RBDC 46.77 TBDC 66.58 FPS 1670	Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors 2023-06-21	코드 1
MAMA	AUC 91.2%	Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and Destroyer 2024-02-26	코드 1
VALD-GAN	AUC 91.03	VALD-GAN: video anomaly detection using latent discriminator augmented GAN 2023-10-18	연결 없음
Two-stream	AUC 90.8%	Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection 2022-09-07	코드 1
AnomalyRuler	AUC 89.7%	Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models 2024-07-14	코드 1
Cloze Test	AUC 89.6% FPS 5	Cloze Test Helps: Effective Video Anomaly Detection via Learning to Complete Video Events 2020-08-27	코드 1
Narrowed Normality Clusters	AUC 88.9%	Detecting abnormal events in video using Narrowed Normality Clusters 2018-01-12	연결 없음
AKD-VAD	AUC 88.3% FPS 1480	Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation 2022-11-28	코드 1
Object-centric AE	AUC 87.4% RBDC 15.77 TBDC 27.01	Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video 2018-12-11	코드 1
Siamese Net	AUC 87.2% RBDC 41.20 TBDC 78.60	Learning a distance function with a Siamese network to localize anomalies in videos 2020-01-24	연결 없음
Learning not to reconstruct	AUC 87.1%	Learning Not to Reconstruct Anomalies 2021-10-19	코드 1
Appearance-Motion Correspondence	AUC 86.9%	Anomaly Detection in Video Sequence with Appearance-Motion Correspondence 2019-08-17	코드 1
ASTNet	AUC 86.7%	Attention-based residual autoencoder for video anomaly detection 2022-05-25	코드 1
Any-Shot Sequential	AUC 86.4%	Any-Shot Sequential Anomaly Detection in Surveillance Videos 2020-04-05	연결 없음
EVAL	AUC 86.02% RBDC 68.2 TBDC 87.56	EVAL: Explainable Video Anomaly Localization 2022-12-15	연결 없음
STemGAN	AUC 86.0	STemGAN: spatio-temporal generative adversarial network for video anomaly detection 2023-09-22	연결 없음
FastAno	AUC 85.3% FPS 195	FastAno: Fast Anomaly Detection via Spatio-temporal Patch Transformation 2021-06-16	코드 1