Anomaly Detection on Fishyscapes L&F

Metric: AP (higher is better)

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#	Model↕	AP▼	Augmentations	Paper	Date↕	Code
1	cDNP+OE	69.8	Yes	Far Away in the Deep Space: Dense Nearest-Neighb...	2022-11-12	Code
2	NFlowJS-GF (with extra inlier set: Vistas and Wilddash2)	69.43	Yes	Dense Out-of-Distribution Detection by Robust Le...	2021-12-23	-
3	cDNP	62.2	No	Far Away in the Deep Space: Dense Nearest-Neighb...	2022-11-12	Code
4	RPL+CoroCL	53.99	Yes	Residual Pattern Learning for Pixel-wise Out-of-...	2022-11-26	Code
5	FlowEneDet	50.15	No	Concurrent Misclassification and Out-of-Distribu...	2023-05-16	Code
6	Mask2Anomaly	46.04	Yes	Unmasking Anomalies in Road-Scene Segmentation	2023-07-25	Code
7	PEBAL	44.17	Yes	Pixel-wise Energy-biased Abstention Learning for...	2021-11-24	Code
8	DenseHybrid	43.9	Yes	DenseHybrid: Hybrid Anomaly Detection for Dense ...	2022-07-06	Code
9	SynBoost	43.22	Yes	Pixel-wise Anomaly Detection in Complex Driving ...	2021-03-09	Code
10	CosMe	41.95	No	Consensus Synergizes with Memory: A Simple Appro...	2021-11-24	-
11	NFlow	39.36	No	Dense Out-of-Distribution Detection by Robust Le...	2021-12-23	-
12	SML	36.55	No	Standardized Max Logits: A Simple yet Effective ...	2021-07-23	Code
13	Dirichlet DeepLab	34.28	Yes	The Fishyscapes Benchmark: Measuring Blind Spots...	2019-04-05	Code
14	OutlierHead combined instances	31.31	No	Simultaneous Semantic Segmentation and Outlier D...	2019-08-03	Code
15	Void Classifier	10.29	Yes	The Fishyscapes Benchmark: Measuring Blind Spots...	2019-04-05	Code
16	Bayesian DeepLab	9.8	No	The Fishyscapes Benchmark: Measuring Blind Spots...	2019-04-05	Code
17	Learned Embedding Density	4.7	Yes	The Fishyscapes Benchmark: Measuring Blind Spots...	2019-04-05	Code
18	Softmax Entropy	2.9	No	The Fishyscapes Benchmark: Measuring Blind Spots...	2019-04-05	Code

#1cDNP+OESOTA
69.8
AP· Augmentations· 2022-11-12
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection Code
#2NFlowJS-GF (with extra inlier set: Vistas and Wilddash2)SOTA
69.43
AP· Augmentations· 2021-12-23
Dense Out-of-Distribution Detection by Robust Learning on Synthetic Negative Data
#3cDNP
62.2
AP· 2022-11-12
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection Code
#4RPL+CoroCL
53.99
AP· Augmentations· 2022-11-26
Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation Code
#5FlowEneDet
50.15
AP· 2023-05-16
Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow Code
#6Mask2Anomaly
46.04
AP· Augmentations· 2023-07-25
Unmasking Anomalies in Road-Scene Segmentation Code
#7PEBALSOTA
44.17
AP· Augmentations· 2021-11-24
Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes Code
#8DenseHybrid
43.9
AP· Augmentations· 2022-07-06
DenseHybrid: Hybrid Anomaly Detection for Dense Open-set Recognition Code
#9SynBoostSOTA
43.22
AP· Augmentations· 2021-03-09
Pixel-wise Anomaly Detection in Complex Driving Scenes Code
#10CosMe
41.95
AP· 2021-11-24
Consensus Synergizes with Memory: A Simple Approach for Anomaly Segmentation in Urban Scenes
#11NFlow
39.36
AP· 2021-12-23
Dense Out-of-Distribution Detection by Robust Learning on Synthetic Negative Data
#12SML
36.55
AP· 2021-07-23
Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation Code
#13Dirichlet DeepLabSOTA
34.28
AP· Augmentations· 2019-04-05
The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation Code
#14OutlierHead combined instances
31.31
AP· 2019-08-03
Simultaneous Semantic Segmentation and Outlier Detection in Presence of Domain Shift Code
#15Void Classifier
10.29
AP· Augmentations· 2019-04-05
The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation Code
#16Bayesian DeepLab
9.8
AP· 2019-04-05
The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation Code
#17Learned Embedding Density
4.7
AP· Augmentations· 2019-04-05
The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation Code
#18Softmax Entropy
2.9
AP· 2019-04-05
The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation Code