Datasets › ImageNet-1k vs Textures

ImageNet-1k vs Textures

Introduced by Rui Huang et al. in MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space5 May 2021 archive 2025-07-28

A benchmark dataset for out-of-distribution detection. ImageNet-1k is in-distribution, while Textures is out-of-distribution.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Out-of-Distribution Detection ImageNet-1k vs Textures ViM (BiT) AUROC 98.92 ViM: Out-Of-Distribution with Virtual-logit Matching jingkang50/openood +1 34 Compare

Papers archive 2025-07-28

27 shown of 27 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 27. The Syntology column is from Syntology's graph (read 2026-09-25), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations 1 1 24 Mar 2025 not harvested
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection 0 1 14 Jan 2025 ran 3 of 6 samples (3 unverified; 6 pointer-only for licence)
Forte : Finding Outliers with Representation Typicality Estimation 1 1 2 Oct 2024 not harvested
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement 1 1 30 Sep 2023 ran 1 of 1 samples (0 unverified)
Nearest Neighbor Guidance for Out-of-Distribution Detection 2 2 26 Sep 2023 ran 6 of 8 samples (2 unverified)
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability 1 1 6 Jun 2023 ran 2 of 7 samples (5 unverified)
Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization 1 1 5 Jun 2023 ran 0 of 1 samples (1 unverified)
Detecting Out-of-distribution Data through In-distribution Class Prior 1 1 25 Apr 2023 not harvested
LINe: Out-of-Distribution Detection by Leveraging Important Neurons 1 1 24 Mar 2023 ran 14 of 20 samples (6 unverified)
Out-of-distribution Detection with Implicit Outlier Transformation 1 1 9 Mar 2023 not harvested
Non-Parametric Outlier Synthesis 1 1 6 Mar 2023 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need 2 1 6 Feb 2023 not harvested
Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy 1 1 21 Jan 2023 not harvested
GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection 1 1 1 Jan 2023 not harvested
Decoupling MaxLogit for Out-of-Distribution Detection 0 1 1 Jan 2023 not harvested
Delving into Out-of-Distribution Detection with Vision-Language Representations 2 2 24 Nov 2022 ran 4 of 5 samples (1 unverified; 1 pointer-only for licence)
Watermarking for Out-of-distribution Detection 1 2 27 Oct 2022 not harvested
Boosting Out-of-distribution Detection with Typical Features 0 1 9 Oct 2022 not harvested
Extremely Simple Activation Shaping for Out-of-Distribution Detection 2 1 20 Sep 2022 ran 2 of 2 samples (0 unverified)
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection 1 1 18 Sep 2022 not harvested
Out-of-Distribution Detection with Deep Nearest Neighbors 3 2 13 Apr 2022 ran 30 of 38 samples (8 unverified; 38 pointer-only for licence)
ViM: Out-Of-Distribution with Virtual-logit Matching 2 3 21 Mar 2022 ran 1 of 1 samples (0 unverified)
ReAct: Out-of-distribution Detection With Rectified Activations 1 1 24 Nov 2021 ran 1 of 2 samples (1 unverified; 2 pointer-only for licence)
DICE: Leveraging Sparsification for Out-of-Distribution Detection 1 2 18 Nov 2021 ran 14 of 19 samples (5 unverified)
On the Importance of Gradients for Detecting Distributional Shifts in the Wild 1 1 1 Oct 2021 ran 4 of 4 samples (0 unverified)
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space 5 1 5 May 2021 ran 3 of 4 samples (1 unverified; 1 pointer-only for licence)
SSD: A Unified Framework for Self-Supervised Outlier Detection 3 1 22 Mar 2021 ran 1 of 1 samples (0 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • ImageNet-1k vs Textures

1 variant name, as the archive lists them.

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