Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection | Paper Citation Record

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This paper cites Maskomaly:Zero-Shot Mask Anomaly Segmentation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Maskomaly:Zero-Shot Mask Anomaly Segmentation

Reference 1

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This paper cites Deep evidential uncertainty estimation for semantic segmentation under out-of-distribution obstacles.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Deep evidential uncertainty estimation for semantic segmentation under out-of-distribution obstacles

Reference 2

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This paper cites Towards open set deep networks.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Towards open set deep networks

Reference 3

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This paper cites Pattern recognition and machine learning.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Pattern recognition and machine learning

Reference 4

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This paper cites Breaking down out-of-distribution de- tection: Many methods based on ood training data estimate a combination of the same core quantities.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Breaking down out-of-distribution de- tection: Many methods based on ood training data estimate a combination of the same core quantities

Reference 5

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This paper cites The fishyscapes benchmark: Measuring blind spots in semantic segmentation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection The fishyscapes benchmark: Measuring blind spots in semantic segmentation

Reference 6

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Observation ba3ca0c2-77c5-44af-94f4-4691964bf1a0 · outbound

This paper cites SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation

Reference 7

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This paper cites Entropy maximization and meta classification for out-of- distribution detection in semantic segmentation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Entropy maximization and meta classification for out-of- distribution detection in semantic segmentation

Reference 8

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Observation 9c89cf7c-6ffb-4554-844d-f49a96d6657c · outbound

This paper cites Per- pixel classification is not all you need for semantic segmen- tation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Per- pixel classification is not all you need for semantic segmen- tation

Reference 9

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Observation 5c9716c2-53de-42e2-849d-e49cef4e1b6e · outbound

This paper cites The cityscapes dataset for semantic urban scene understanding.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection The cityscapes dataset for semantic urban scene understanding

Reference 10

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Observation 580e38b7-a464-44bd-b62a-ebd2a7453419 · outbound

This paper cites Diffusion model guided sampling with pixel-wise aleatoric uncertainty esti- mation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Diffusion model guided sampling with pixel-wise aleatoric uncertainty esti- mation

Reference 11

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Observation f44211fa-b4a4-405f-b2a0-8bce859859dd · outbound

This paper cites Outlier detection by ensembling uncertainty with negative objectness.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Outlier detection by ensembling uncertainty with negative objectness

Reference 12

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Observation f684d4aa-06fc-4ff2-a47e-32bbc0635f1a · outbound

This paper cites Pixel-wise anomaly detection in complex driving scenes.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Pixel-wise anomaly detection in complex driving scenes

Reference 13

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This paper cites Dropout as a bayesian approximation: Representing model uncertainty in deep learning.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Dropout as a bayesian approximation: Representing model uncertainty in deep learning

Reference 14

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This paper cites Far away in the deep space: dense nearest-neighbor-based out-of- distribution detection.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Far away in the deep space: dense nearest-neighbor-based out-of- distribution detection

Reference 15

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Observation a9128b72-cb78-48ad-a594-2520aeb589c9 · outbound

This paper cites Diffusion for out-of-distribution detection on road scenes and beyond.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Diffusion for out-of-distribution detection on road scenes and beyond

Reference 16

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This paper cites Densehy- brid: Hybrid anomaly detection for dense open-set recogni- tion.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Densehy- brid: Hybrid anomaly detection for dense open-set recogni- tion

Reference 17

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Observation e19d68d2-4959-4be9-8197-c728ba71a2e8 · outbound

This paper cites On advantages of mask-level recognition for outlier-aware segmentation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection On advantages of mask-level recognition for outlier-aware segmentation

Reference 18

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Observation 768af420-5298-4fe3-a80c-61deabbf5570 · outbound

This paper cites Dense out-of-distribution detection by robust learn- ing on synthetic negative data.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Dense out-of-distribution detection by robust learn- ing on synthetic negative data

Reference 19

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This paper cites Identifying out-of-domain objects with dirichlet deep neural networks.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Identifying out-of-domain objects with dirichlet deep neural networks

Reference 20

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This paper cites Why relu networks yield high-confidence predictions far away from the training data and how to mitigate the prob- lem.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Why relu networks yield high-confidence predictions far away from the training data and how to mitigate the prob- lem

Reference 21

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Observation 70d0383a-059f-41f0-8b29-849507e2c528 · outbound

This paper cites Deep Anomaly Detection with Outlier Exposure.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Deep Anomaly Detection with Outlier Exposure

Reference 22

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Observation 36e276d7-ebdd-4725-a1dd-789b713b4cb1 · outbound

This paper cites Heatmap- based out-of-distribution detection.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Heatmap- based out-of-distribution detection

Reference 23

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This paper cites Out-of-distribution detection for monocular depth esti- mation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Out-of-distribution detection for monocular depth esti- mation

Reference 24

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This paper cites Revisiting gradient-based uncertainty for monocular depth estimation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Revisiting gradient-based uncertainty for monocular depth estimation

Reference 25

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Observation 980e763f-ea84-4fdc-8bb1-ce9cc07d0c84 · outbound

This paper cites Subjective Logic: A formalism for reasoning under uncertainty.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Subjective Logic: A formalism for reasoning under uncertainty

Reference 26

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This paper cites Adam: A Method for Stochastic Optimization.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Adam: A Method for Stochastic Optimization

Reference 27

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This paper cites DEUP: Direct epistemic uncertainty pre- diction.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection DEUP: Direct epistemic uncertainty pre- diction

Reference 28

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Observation d8a00541-529d-440e-b69a-ce138b4069e8 · outbound

This paper cites Simple and scalable predictive uncertainty estima- tion using deep ensembles.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Simple and scalable predictive uncertainty estima- tion using deep ensembles

Reference 29

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Observation 62bec5eb-8dcd-4ac6-867a-f721a8cf165a · outbound

This paper cites A simple unified framework for detecting out-of-distribution samples and adversarial attacks.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection A simple unified framework for detecting out-of-distribution samples and adversarial attacks

Reference 30

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Observation e0b746bc-333c-4f96-813d-c9fc8e21e096 · outbound

This paper cites Microsoft coco: Common objects in context.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Microsoft coco: Common objects in context

Reference 31

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This paper cites Detecting the unexpected via image resynthesis.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Detecting the unexpected via image resynthesis

Reference 32

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Observation 96a6b6c1-113f-4db6-953b-f16645f67f14 · outbound

This paper cites Detecting road obstacles by erasing them.IEEE trans- actions on pattern analysis and machine intelligence, 46(4): 2450–2460, 2023.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Detecting road obstacles by erasing them.IEEE trans- actions on pattern analysis and machine intelligence, 46(4): 2450–2460, 2023

Reference 33

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This paper cites Residual pattern learning for pixel-wise out-of-distribution detection in semantic segmentation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Residual pattern learning for pixel-wise out-of-distribution detection in semantic segmentation

Reference 34

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This paper cites Rba: Segmenting unknown regions rejected by all.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Rba: Segmenting unknown regions rejected by all

Reference 35

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This paper cites A Likelihood Ratio-Based Approach to Segmenting Unknown Objects.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection A Likelihood Ratio-Based Approach to Segmenting Unknown Objects

Reference 36

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This paper cites The mapillary vistas dataset for semantic understanding of street scenes.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection The mapillary vistas dataset for semantic understanding of street scenes

Reference 37

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Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Unresolved cited work

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This paper cites DINOv2: Learning Robust Visual Features without Supervision.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection DINOv2: Learning Robust Visual Features without Supervision

Reference 39

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This paper cites Learn to accumulate evi- dence from all training samples: theory and practice.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Learn to accumulate evi- dence from all training samples: theory and practice

Reference 40

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Observation 7fea786f-6969-418f-a4f3-78f24278f7eb · outbound

This paper cites Lost and found: detecting small road hazards for self-driving vehi- cles.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Lost and found: detecting small road hazards for self-driving vehi- cles

Reference 41

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This paper cites Ghost: Gaussian hypothesis open-set tech- nique.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Ghost: Gaussian hypothesis open-set tech- nique

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.986713Z

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Observation 3ec87a30-a39b-49bc-b0e4-7b7811834cdd · outbound

This paper cites Unmasking anomalies in road- scene segmentation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Unmasking anomalies in road- scene segmentation

Reference 43

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This paper cites Likelihood ratios for out-of-distribution detec- tion.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Likelihood ratios for out-of-distribution detec- tion

Reference 44

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Observation f3d49fc5-d6c3-4839-84bc-ff0dad91b1a8 · outbound

This paper cites Learning likelihood ratios with neural network classifiers.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Learning likelihood ratios with neural network classifiers

Reference 45

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Observation 0d1363bf-4e79-49e7-9661-f81a0ca7f7e5 · outbound

This paper cites Toward open set recogni- tion.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Toward open set recogni- tion

Reference 46

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This paper cites Eviden- tial deep learning to quantify classification uncertainty.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Eviden- tial deep learning to quantify classification uncertainty

Reference 47

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Observation f76a6524-e589-48d8-8eae-452908e06f3c · outbound

This paper cites Density ratio estimation in machine learning.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Density ratio estimation in machine learning

Reference 48

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Observation 4c6b97b8-b01f-4bb2-9f42-40eb2dfa4930 · outbound

This paper cites Pixel-wise energy-biased abstention learning for anomaly segmentation on complex urban driving scenes.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Pixel-wise energy-biased abstention learning for anomaly segmentation on complex urban driving scenes

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.720144Z

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Observation f7f2b090-efdb-4f89-95ee-5f4069c0ea19 · outbound

This paper cites Prior and posterior networks: A survey on evidential deep learn- ing methods for uncertainty estimation.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Prior and posterior networks: A survey on evidential deep learn- ing methods for uncertainty estimation

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.690107Z

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Observation 135918b1-e196-4a5d-a074-54f5553e18dd · outbound

This paper cites Image-consistent detection of road anomalies as unpredictable patches.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Image-consistent detection of road anomalies as unpredictable patches

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.651795Z

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Observation 7193768f-b827-414d-819c-21ec8e09b951 · outbound

This paper cites Pixood: Pixel- level out-of-distribution detection.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Pixood: Pixel- level out-of-distribution detection

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.603247Z

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Observation 3ea91cef-d0d8-46b4-a2d0-f37ba2feab62 · outbound

This paper cites Falsehoods that ml re- searchers believe about ood detection.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Falsehoods that ml re- searchers believe about ood detection

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.562984Z

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Observation 6863929d-7615-42a3-8e8d-307d19025b46 · outbound

This paper cites Csl: Class-agnostic structure-constrained learn- ing for segmentation including the unseen.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Csl: Class-agnostic structure-constrained learn- ing for segmentation including the unseen

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.518566Z

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Observation 0461f151-fe06-4526-a689-4eb5eb52759e · outbound

This paper cites Mixture outlier exposure: Towards out-of-distribution detection in fine-grained environments.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Mixture outlier exposure: Towards out-of-distribution detection in fine-grained environments

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.487571Z

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Observation ac544a4d-7bdd-41c6-961c-5a042372d81e · outbound

This paper cites Under- standing failures in out-of-distribution detection with deep generative models.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Under- standing failures in out-of-distribution detection with deep generative models

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.441797Z

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Observation b6fe1c23-8027-434f-a05f-d82cbce0fa08 · outbound

This paper cites Segment every out-of-distribution object.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Segment every out-of-distribution object

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:09:54.381306Z

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Observation 85a75834-0c06-4378-aa38-fb03bec71e99 · outbound

This paper cites Scene parsing through ade20k dataset.

Uncertainty-Aware Likelihood Ratio Estimation for Pixel-Wise Out-of-Distribution Detection Scene parsing through ade20k dataset

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T10:09:53.872756Z

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