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SotA/Methodology/Representation Learning/ImageNet

Representation Learning on ImageNet

Metric: Average Increase (higher is better)

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#Model↕Average Increase▼AugmentationsPaperDate↕Code
1SAPA32.7NoSAPA: Similarity-Aware Point Affiliation for Fea...2022-09-26Code
2JAFAR30.9NoJAFAR: Jack up Any Feature at Any Resolution2025-06-10Code
3FeatUp (JBU)24NoFeatUp: A Model-Agnostic Framework for Features ...2024-03-15Code
4ReSFU24NoA Refreshed Similarity-based Upsampler for Direc...2024-07-02Code
5Dysample20NoLearning to Upsample by Learning to Sample2023-08-29Code
6Bilinear18.5No---
7LiFT8.7NoLiFT: A Surprisingly Simple Lightweight Feature ...2024-03-21Code
8CARAFE4.8NoCARAFE: Content-Aware ReAssembly of FEatures2019-05-06Code