Papers with Code · CC BY-SA 4.0

ShanghaiTech

아카이브 평가 31건 · 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
DAC(STG-NF + Jigsaw)	AUC 87.72%	Divide and Conquer in Video Anomaly Detection: A Comprehensive Review and New Approach 2023-09-26	코드 1
MULDE-object-centric-micro	AUC 86.7%	MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection 2024-03-21	코드 1
AI-VAD	AUC 85.94%	An Attribute-based Method for Video Anomaly Detection 2022-12-01	코드 1 · 코드 2 · 코드 3 · 코드 4
STG-NF	AUC 85.9%	Normalizing Flows for Human Pose Anomaly Detection 2022-11-20	코드 1
AnomalyRuler	AUC 85.2%	Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models 2024-07-14	코드 1
VideoPatchCore	AUC 85.1%	VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection 2024-09-24	코드 1
Jigsaw-VAD	AUC 84.3%	Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw Puzzles 2022-07-20	코드 1
SSMTL++v2	AUC 83.8% RBDC 47.10 TBDC 85.60	SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection 2022-07-16	연결 없음
SSMTL+UBnormal	AUC 83.7% RBDC 47.15 TBDC 86.15	UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection 2021-11-16	코드 1
two-stream	AUC 83.7%	Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection 2022-09-07	코드 1
SSMTL+++SSMCTB	AUC 83.6% RBDC 47.73 TBDC 85.65	Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection 2022-09-25	코드 1
Background- Agnostic Framework+SSPCAB	AUC 83.6%	Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection 2021-11-17	코드 1 · 코드 2 · 코드 3 · 코드 4
MoPRL	AUC 83.35	Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection 2021-12-07	코드 1
SSMTL++v1	AUC 82.9% RBDC 43.2 TBDC 84.1	SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection 2022-07-16	연결 없음
Background-Agnostic Framework	AUC 82.7%	A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video 2020-08-27	코드 1 · 코드 2
SSMTL	AUC 82.4%	Anomaly Detection in Video via Self-Supervised and Multi-Task Learning 2020-11-15	코드 1
MULDE-frame-centric-micro	AUC 81.3%	MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection 2024-03-21	코드 1
TSGAD	AUC 80.6%	An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction 2024-04-29	코드 1
DMAD	AUC 78.8%	Diversity-Measurable Anomaly Detection 2023-03-09	코드 1
Object-centric AE	AUC 78.7%	Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video 2018-12-11	코드 1
STPT	AUC 77.1% RBDC 51.6 TBDC 84.6	Spatio-temporal predictive tasks for abnormal event detection in videos 2022-10-27	연결 없음
EVAL	AUC 76.63% RBDC 59.21 TBDC 89.44	EVAL: Explainable Video Anomaly Localization 2022-12-15	연결 없음
MAMA	AUC 76.5%	Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and Destroyer 2024-02-26	코드 1
STAN	AUC 76.2%	STAN: Spatio-Temporal Adversarial Networks for Abnormal Event Detection 2018-04-23	연결 없음
Multi-timescale Prediction	AUC 76.03%	Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection 2019-08-12	연결 없음
ASTNet	AUC 73.6	Attention-based residual autoencoder for video anomaly detection 2022-05-25	코드 1
MPED-RNN	AUC 73.40%	Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos 2019-03-08	코드 1
Any-Shot Sequential	AUC 71.6%	Any-Shot Sequential Anomaly Detection in Surveillance Videos 2020-04-05	연결 없음
Sparse Coding Stacked RNN	AUC 68.0%	A Revisit of Sparse Coding Based Anomaly Detection in Stacked RNN Framework 2017-10-01	코드 1
PGM	AUC 61.28% RBDC 45.40 TBDC 81.87	Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified 2024-07-08	코드 1