Methods › Computer Vision › Whitening › PCA Whitening

PCA Whitening

6 papers tagged archive 2025-07-28

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

PCA Whitening is a processing step for image based data that makes input less redundant. Adjacent pixel or feature values can be highly correlated, and whitening through the use of PCA reduces this degree of correlation.

Image Source: Wikipedia

Papers archive 2025-07-28

6 shown of 6, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models
20 Dec 2024 · 0 repositories · arXiv:2412.16247
Zipfian Whitening
1 Nov 2024 · 1 repository · arXiv:2411.00680

Syntology ran 1 of 4 samples · 3 unverified · 4 pointer-only (licence)
Efficient Probabilistic Modeling of Crystallization at Mesoscopic Scale
26 May 2024 · 1 repository · arXiv:2405.16608

Syntology ran 10 of 17 samples · 7 unverified
MultiGrain: a unified image embedding for classes and instances
14 Feb 2019 · 3 repositories · arXiv:1902.05509

Syntology ran 1 of 4 samples · 3 unverified
Attention-based Pyramid Aggregation Network for Visual Place Recognition
1 Aug 2018 · 0 repositories · arXiv:1808.00288
Decorrelated Batch Normalization
23 Apr 2018 · 6 repositories · arXiv:1804.08450

Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)

Tasks archive 2025-07-28

14 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Task	Papers
Image Retrieval	2
Retrieval	2
Classification	1
Data Augmentation	1
Dictionary Learning	1
General Classification	1
Image Classification	1
Object	1
Physical Simulations	1
Visual Place Recognition	1
Word Embeddings	1
image-classification	1
imbalanced classification	1
scientific discovery	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (6 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Whitening

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections