Image Classification on DTD

11개 결과 · ⬇ CSV · JSON

Accuracy

Rank	Model	Accuracy	Extra Training Data	Paper	Code	Year
1	Linear FT(ViT-L/14)	90.0	✓	Task Arithmetic in the Tangent Space: Improved Editing of Pre-Trained Models	gortizji/tangent_task_arithmetic	2023
2	RADAM (ConvNeXt-L)	84.0	✓	RADAM: Texture Recognition through Randomized Aggregated Encoding of Deep Activation Maps	scabini/RADAM	2023
3	µ2Net+ (ViT-L/16)	82.23	✓	A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems	google-research/google-research	2022
4	Bamboo (ViT-B/16)	81.9	✓	Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy	zhangyuanhan-ai/bamboo · davidzhangyuanhan/bamboo	2022
5	µ2Net (ViT-L/16)	81.0	✓	An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems	google-research/google-research	2022
6	SEER (RegNet10B - linear eval)	80.5	✓	Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision	facebookresearch/vissl	2022
7	Inceptionv4	79.79	✓	Non-binary deep transfer learning for image classification	XuyangSHEN/Non-binary-deep-transfer-learning-for-image-classification	2021
8	TWIST (ResNet-50)	76.6	✓	Self-Supervised Learning by Estimating Twin Class Distributions	bytedance/TWIST · beresandras/contrastive-classification-keras	2021
9	TransBoost-ResNet50	76.49	✓	TransBoost: Improving the Best ImageNet Performance using Deep Transduction	omerb01/transboost	2022
10	NNCLR	75.5	✓	With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations	lightly-ai/lightly · keras-team/keras-io · vturrisi/solo-learn · +1	2021
11	Inceptionv4 (random initialization)	66.8		Non-binary deep transfer learning for image classification	XuyangSHEN/Non-binary-deep-transfer-learning-for-image-classification	2021