ML Research Wiki / Benchmarks / Anomaly Detection / Fishyscapes

Fishyscapes

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: AP

Top Performing Models

Rank	Model	Paper	AP	Date	Code
1	RPL+CoroCL 📚	Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation	95.96	2022-11-26	📦 yyliu01/rpl 📦 yyliu01/it2
2	Mask2Anomaly 📚	Unmasking Anomalies in Road-Scene Segmentation	95.20	2023-07-25	📦 shyam671/mask2anomaly-unmasking-anomalies-in-road-scene-segmentation
3	PEBAL 📚	Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes	92.38	2021-11-24	📦 tianyu0207/pebal 📦 yyliu01/rpl 📦 gaozhitong/atta
4	Synboost 📚	Pixel-wise Anomaly Detection in Complex Driving Scenes	72.59	2021-03-09	📦 giandbt/synboost
5	DenseHybrid 📚	DenseHybrid: Hybrid Anomaly Detection for Dense Open-set Recognition	72.30	2022-07-06	📦 matejgrcic/DenseHybrid
6	FlowEneDet	Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow	67.80	2023-05-16	📦 gudovskiy/flowenedet
7	SML	Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation	53.11	2021-07-23	📦 shjung13/standardized-max-logits
8	Bayesian DeepLab	Evaluating Bayesian Deep Learning Methods for Semantic Segmentation	48.70	2018-11-30	📦 IntelLabs/AVUC

All Papers (8)

Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation

2022

RPL+CoroCL

yyliu01/rpl yyliu01/it2

Unmasking Anomalies in Road-Scene Segmentation

2023

Mask2Anomaly

shyam671/mask2anomaly-unmasking-anomalies-in-road-scene-segmentation

Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes

2021

PEBAL

tianyu0207/pebal yyliu01/rpl gaozhitong/atta

Pixel-wise Anomaly Detection in Complex Driving Scenes

2021

Synboost

giandbt/synboost

DenseHybrid: Hybrid Anomaly Detection for Dense Open-set Recognition

2022

DenseHybrid

matejgrcic/DenseHybrid

Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow

2023

FlowEneDet

gudovskiy/flowenedet

Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation

2021

SML

shjung13/standardized-max-logits

Evaluating Bayesian Deep Learning Methods for Semantic Segmentation

2018

Bayesian DeepLab

IntelLabs/AVUC

Fishyscapes

Performance Over Time

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Top Performing Models

All Papers (8)

Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation

Unmasking Anomalies in Road-Scene Segmentation

Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes

Pixel-wise Anomaly Detection in Complex Driving Scenes

DenseHybrid: Hybrid Anomaly Detection for Dense Open-set Recognition

Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow

Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation

Evaluating Bayesian Deep Learning Methods for Semantic Segmentation

Model	Paper	AP	Date
RPL+CoroCL	Residual Pattern Learning for Pixel-wise Out-of-D…	95.96	2022-11-26
Mask2Anomaly	Unmasking Anomalies in Road-Scene Segmentation	95.20	2023-07-25
PEBAL	Pixel-wise Energy-biased Abstention Learning for …	92.38	2021-11-24
Synboost	Pixel-wise Anomaly Detection in Complex Driving S…	72.59	2021-03-09
DenseHybrid	DenseHybrid: Hybrid Anomaly Detection for Dense O…	72.30	2022-07-06
FlowEneDet	Concurrent Misclassification and Out-of-Distribut…	67.80	2023-05-16
SML	Standardized Max Logits: A Simple yet Effective A…	53.11	2021-07-23
Bayesian DeepLab	Evaluating Bayesian Deep Learning Methods for Sem…	48.70	2018-11-30