ML Research Wiki / Benchmarks / Anomaly Detection / Road Anomaly

Road Anomaly

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: AP

Top Performing Models

Rank Model Paper AP Date Code
1 RbA 📚 RbA: Segmenting Unknown Regions Rejected by All 90.28 2022-11-25 📦 NazirNayal8/RbA
2 DOoD Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond 89.10 2024-07-22 📦 lmb-freiburg/diffusion-for-ood
3 cDNP Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection 85.60 2022-11-12 📦 silviogalesso/dense-ood-knns
4 Mask2Anomaly 📚 Unmasking Anomalies in Road-Scene Segmentation 79.70 2023-07-25 📦 shyam671/mask2anomaly-unmasking-anomalies-in-road-scene-segmentation
5 RPL+CoroCL 📚 Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation 71.61 2022-11-26 📦 yyliu01/rpl 📦 yyliu01/it2
6 PEBAL 📚 Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes 45.10 2021-11-24 📦 tianyu0207/pebal 📦 yyliu01/rpl 📦 gaozhitong/atta
7 Synboost 📚 Pixel-wise Anomaly Detection in Complex Driving Scenes 41.83 2021-03-09 📦 giandbt/synboost
8 SML Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation 25.82 2021-07-23 📦 shjung13/standardized-max-logits
9 SynthCP 📚 Synthesize then Compare: Detecting Failures and Anomalies for Semantic Segmentation 24.86 2020-03-18 📦 YingdaXia/SynthCP

All Papers (9)

NazirNayal8/RbA
lmb-freiburg/diffusion-for-ood
silviogalesso/dense-ood-knns
shyam671/mask2anomaly-unmasking-anomalies-in-road-scene-segmentation
yyliu01/rpl yyliu01/it2
tianyu0207/pebal yyliu01/rpl gaozhitong/atta
giandbt/synboost
shjung13/standardized-max-logits
YingdaXia/SynthCP