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SotA/Methodology/Anomaly Detection/Fishyscapes L&F

Anomaly Detection on Fishyscapes L&F

Metric: FPR95 (higher is better)

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#Model↕FPR95▼AugmentationsPaperDate↕Code
1Dirichlet DeepLab47.43YesThe Fishyscapes Benchmark: Measuring Blind Spots...2019-04-05Code
2Softmax Entropy44.8NoThe Fishyscapes Benchmark: Measuring Blind Spots...2019-04-05Code
3Bayesian DeepLab38.5NoThe Fishyscapes Benchmark: Measuring Blind Spots...2019-04-05Code
4Learned Embedding Density24.4YesThe Fishyscapes Benchmark: Measuring Blind Spots...2019-04-05Code
5Void Classifier22.11YesThe Fishyscapes Benchmark: Measuring Blind Spots...2019-04-05Code
6OutlierHead combined instances19.02NoSimultaneous Semantic Segmentation and Outlier D...2019-08-03Code
7SynBoost15.79YesPixel-wise Anomaly Detection in Complex Driving ...2021-03-09Code
8SML14.53NoStandardized Max Logits: A Simple yet Effective ...2021-07-23Code
9CosMe13.32NoConsensus Synergizes with Memory: A Simple Appro...2021-11-24-
10cDNP8.9NoFar Away in the Deep Space: Dense Nearest-Neighb...2022-11-12Code
11PEBAL7.58YesPixel-wise Energy-biased Abstention Learning for...2021-11-24Code
12cDNP+OE7.5YesFar Away in the Deep Space: Dense Nearest-Neighb...2022-11-12Code
13DenseHybrid6.2YesDenseHybrid: Hybrid Anomaly Detection for Dense ...2022-07-06Code
14FlowEneDet5.2NoConcurrent Misclassification and Out-of-Distribu...2023-05-16Code
15Mask2Anomaly4.36YesUnmasking Anomalies in Road-Scene Segmentation2023-07-25Code
16RPL+CoroCL2.27YesResidual Pattern Learning for Pixel-wise Out-of-...2022-11-26Code
17NFlowJS-GF (with extra inlier set: Vistas and Wilddash2)2YesDense Out-of-Distribution Detection by Robust Le...2021-12-23-