← Anomaly Detection In Surveillance Videos

Papers with Code · CC BY-SA 4.0

XD-Violence

아카이브 평가 17건 · 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
CFA-HLGAtt	AP 86.34	Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection 2024-12-29	연결 없음
MAVD	AP 86.07	Aligning First, Then Fusing: A Novel Weakly Supervised Multimodal Violence Detection Method 2025-01-13	코드 1
HyperVD	AP 85.67	Learning Weakly Supervised Audio-Visual Violence Detection in Hyperbolic Space 2023-05-30	코드 1
DAKD	AP 85.61	Distilling Aggregated Knowledge for Weakly-Supervised Video Anomaly Detection 2024-06-05	연결 없음
PEL	AP 85.59	Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection 2023-06-26	코드 1
BN-WVAD	AP 84.93	BatchNorm-based Weakly Supervised Video Anomaly Detection 2023-11-26	코드 1
MTFL (VST)	AP 84.57	MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos 2024-10-08	코드 1
MSBT	AP 84.32	Multi-scale Bottleneck Transformer for Weakly Supervised Multimodal Violence Detection 2024-05-08	코드 1
CMA_LA	AP 83.54	Audio-Guided Attention Network for Weakly Supervised Violence Detection 2022-02-21	코드 1
MACIL_SD	AP 83.4	Modality-Aware Contrastive Instance Learning with Self-Distillation for Weakly-Supervised Audio-Visual Violence Detection 2022-07-12	코드 1
S3R (without audio imformation)	AP 80.26	Self-supervised Sparse Representation for Video Anomaly Detection 2022-10-23	코드 1
MGFN	AP 80.11	MGFN: Magnitude-Contrastive Glance-and-Focus Network for Weakly-Supervised Video Anomaly Detection 2022-11-28	코드 1
MTFL (VST, finetuned on VADD)	AP 79.40	MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos 2024-10-08	코드 1
A Neural Network Containing Three Parallel Branches (holistic, localized, and score branch)	AP 78.64	Not only Look, but also Listen: Learning Multimodal Violence Detection under Weak Supervision 2020-07-09	코드 1
RTFM	AP 77.81	Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning 2021-01-25	코드 1 · 코드 2 · 코드 3
Contrastive Attention for Video Anomaly Detection	AP 76.9	연결 없음 논문 날짜 미기재	연결 없음
CSL_TAL	AP 71.68	Consistency-based Self-supervised Learning for Temporal Anomaly Localization 2022-08-10	코드 1