OpenCodePapers

image-classification-on-dtd

Image Classification
Dataset Link
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PaperCodeAccuracyModelNameReleaseDate
Task Arithmetic in the Tangent Space: Improved Editing of Pre-Trained Models✓ Link90.0Linear FT(ViT-L/14)2023-05-22
RADAM: Texture Recognition through Randomized Aggregated Encoding of Deep Activation Maps✓ Link84.0RADAM (ConvNeXt-L)2023-03-08
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems✓ Link82.23µ2Net+ (ViT-L/16)2022-09-15
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy✓ Link81.9Bamboo (ViT-B/16)2022-03-15
An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems✓ Link81.0µ2Net (ViT-L/16)2022-05-25
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision✓ Link80.5SEER (RegNet10B - linear eval)2022-02-16
Non-binary deep transfer learning for image classification✓ Link79.79Inceptionv42021-07-19
Self-Supervised Learning by Estimating Twin Class Distributions✓ Link76.6TWIST (ResNet-50)2021-10-14
TransBoost: Improving the Best ImageNet Performance using Deep Transduction✓ Link76.49TransBoost-ResNet502022-05-26
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations✓ Link75.5NNCLR2021-04-29
Non-binary deep transfer learning for image classification✓ Link66.8Inceptionv4 (random initialization)2021-07-19