Raising the bar on the evaluation of out-of-distribution detection

Raising the bar on the evaluation of out-of-distribution detection

In image classification, a lot of development has happened in detecting out-of-distribution (OoD) data. However, most OoD detection methods are evaluated on a standard set of datasets, arbitrarily different from training data. There is no clear definition of what forms a "good" OoD dataset...

Bibliografske podrobnosti
Main Authors:	Mukhoti, J, Lin, T-Y, Chen, B-C, Shah, A, Torr, PHS, Dokania, PK, Lim, S-N
Format:	Conference item
Jezik:	English
Izdano:	EEE 2023

Podobne knjige/članki

Using mixup as a regularizer can surprisingly improve accuracy and out-of-distribution robustness
od: Pinto, F, et al.
Izdano: (2023)

Placing objects in context via inpainting for out-of-distribution segmentation
od: De Jorge, P, et al.
Izdano: (2024)

On using focal loss for neural network calibration
od: Mukhoti, J, et al.
Izdano: (2020)

Calibrating deep neural networks using focal loss
od: Mukhoti, J, et al.
Izdano: (2020)

GDumb: A simple approach that questions our progress in continual learning
od: Prabhu, A, et al.
Izdano: (2020)

Discovering class-specific pixels for weakly-supervised semantic segmentation
od: Chaudhry, A, et al.
Izdano: (2017)

Sample-dependent adaptive temperature scaling for improved calibration
od: Joy, T, et al.
Izdano: (2023)

Continual learning in low-rank orthogonal subspaces
od: Chaudhry, A, et al.
Izdano: (2020)

Mix-MaxEnt: improving accuracy and uncertainty estimates of deterministic neural networks
od: Pinto, F, et al.
Izdano: (2021)

Open vocabulary semantic segmentation with Patch Aligned Contrastive Learning
od: Mukhoti, J, et al.
Izdano: (2023)

Mirror Descent view for Neural Network quantization
od: Ajanthan, T, et al.
Izdano: (2021)

The social value of a QALY: raising the bar or barring the raise?
od: Loomes Graham, et al.
Izdano: (2011-01-01)

RanDumb: a simple approach that questions the efficacy of continual representation learning
od: Prabhu, A, et al.
Izdano: (2025)

RanDumb: random representations outperform online continually learned representations
od: Prabhu, A, et al.
Izdano: (2025)

Graph inductive biases in transformers without message passing
od: Ma, L, et al.
Izdano: (2023)

Graph inductive biases in transformers without message passing
od: Ma, L, et al.
Izdano: (2023)

Don’t FREAK out: a frequency-inspired approach to detecting backdoor poisoned samples in DNNs
od: Hammoud, HAAK, et al.
Izdano: (2023)

Raising the Bar and Surpassing Expectations
od: Niles Reddick, et al.
Izdano: (2014-01-01)

Progressive skeletonization: trimming more fat from a network at initialization
od: de Jorge, P, et al.
Izdano: (2020)

Defending human difference by raising the bar
od: Gough, J
Izdano: (2022)

Abe's India visit : raising the bar
od: Rupakiyoti Borah
Izdano: (2014)

Raising the bar in ulcerative colitis management
od: Fabrizio Fanizzi, et al.
Izdano: (2024-11-01)

Raising the bar – Sarcoma management in India
od: Srinath Gupta, et al.
Izdano: (2020-01-01)

Raising the BarCamp: international reflections
od: David Topps, et al.
Izdano: (2017-07-01)

Are vision transformers always more robust than convolutional neural networks?
od: Pinto, F, et al.
Izdano: (2021)

An impartial take to the CNN vs transformer robustness contest
od: Pinto, F, et al.
Izdano: (2022)

Make some noise: reliable and efficient single-step adversarial training
od: de Jorge, P, et al.
Izdano: (2023)

Raise the bar : strengthening the civil engineering profession /
od: Russell, Jeffrey S., editor, et al.
Izdano: (2013)

Raising the bar on sex and gender reporting in research
Izdano: (2022-05-01)

A continuous mapping for augmentation design
od: Tian, K, et al.
Izdano: (2021)

Raising the bar in academic research in India – Need of the hour
od: Aneesh Basheer
Izdano: (2023-07-01)

Raising the bar: Recovery ambition for species at risk in Canada and the US.
od: Kylee A Pawluk, et al.
Izdano: (2019-01-01)

Outlier detection and motion segmentation
od: Torr, PHS, et al.
Izdano: (1993)

Service out of the jurisdiction – raising spirits?
od: Dickinson, AJ
Izdano: (2023)

Service out of the jurisdiction - raising spirits?
od: Dickinson, AJ
Izdano: (2023)

Raising the Bar for Public Health: Resistance Training and Health Benefits
od: John Tyler, et al.
Izdano: (2023-03-01)

Radiodiagnostic imaging in pregnancy and the risk of childhood malignancy: raising the bar.
od: Eduardo L Franco, et al.
Izdano: (2010-09-01)

Raising the bar for appropriateness in the care of patients with peripheral artery disease
od: Cassius Iyad Ochoa Chaar, MD, MS, et al.
Izdano: (2019-09-01)

Statistical detection of independent movement from a moving camera
od: Torr, PHS, et al.
Izdano: (1993)

Raising the bar: genus-specific nested PCR improves detection and lineage identification of avian haemosporidian parasites
od: Sandrine Musa, et al.
Izdano: (2024-04-01)