← Anomaly Detection

Papers with Code · CC BY-SA 4.0

Fishyscapes L&F

아카이브 평가 18건 · 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
cDNP+OE	AP 69.8 FPR95 7.5	Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection 2022-11-12	코드 1
NFlowJS-GF (with extra inlier set: Vistas and Wilddash2)	AP 69.43 FPR95 2.00	Dense Out-of-Distribution Detection by Robust Learning on Synthetic Negative Data 2021-12-23	연결 없음
cDNP	AP 62.2 FPR95 8.9	Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection 2022-11-12	코드 1
RPL+CoroCL	AP 53.99 FPR95 2.27	Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation 2022-11-26	코드 1 · 코드 2
FlowEneDet	AP 50.15 FPR95 5.20	Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow 2023-05-16	코드 1
Mask2Anomaly	AP 46.04 FPR95 4.36	Unmasking Anomalies in Road-Scene Segmentation 2023-07-25	코드 1
PEBAL	AP 44.17 FPR95 7.58	Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes 2021-11-24	코드 1 · 코드 2 · 코드 3
DenseHybrid	AP 43.9 FPR95 6.2	DenseHybrid: Hybrid Anomaly Detection for Dense Open-set Recognition 2022-07-06	코드 1
SynBoost	AP 43.22 FPR95 15.79	Pixel-wise Anomaly Detection in Complex Driving Scenes 2021-03-09	코드 1
CosMe	AP 41.95 FPR95 13.32	Consensus Synergizes with Memory: A Simple Approach for Anomaly Segmentation in Urban Scenes 2021-11-24	연결 없음
NFlow	AP 39.36	Dense Out-of-Distribution Detection by Robust Learning on Synthetic Negative Data 2021-12-23	연결 없음
SML	AP 36.55 FPR95 14.53	Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation 2021-07-23	코드 1
Dirichlet DeepLab	AP 34.28 FPR95 47.43	The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation 2019-04-05	코드 1
OutlierHead combined instances	AP 31.31 FPR95 19.02	Simultaneous Semantic Segmentation and Outlier Detection in Presence of Domain Shift 2019-08-03	코드 1
Void Classifier	AP 10.29 FPR95 22.11	The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation 2019-04-05	코드 1
Bayesian DeepLab	AP 9.8 FPR95 38.5	The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation 2019-04-05	코드 1
Learned Embedding Density	AP 4.7 FPR95 24.4	The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation 2019-04-05	코드 1
Softmax Entropy	AP 2.9 FPR95 44.8	The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation 2019-04-05	코드 1