OpenCodePapers

fine-grained-image-classification-on-caltech

Fine-Grained Image Classification
Dataset Link
Results over time
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PaperCodeTop-1 Error RateAccuracyModelNameReleaseDate
Reduction of Class Activation Uncertainty with Background Information✓ Link1.98%VIT-L/162023-05-05
SpinalNet: Deep Neural Network with Gradual Input✓ Link2.68%97.32Wide-ResNet-101 (Spinal FC)2020-07-07
SpinalNet: Deep Neural Network with Gradual Input✓ Link2.89%Wide-ResNet-1012020-07-07
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems✓ Link4.06%µ2Net+ (ViT-L/16)2022-09-15
Dead Pixel Test Using Effective Receptive Field✓ Link4.42%95.58ResNeXt-101-32x8d2021-08-31
Self-Supervised Learning by Estimating Twin Class Distributions✓ Link6.5%93.5%TWIST (ResNet-50 )2021-10-14
SpinalNet: Deep Neural Network with Gradual Input✓ Link6.84%VGG-19bn (Spinal FC)2020-07-07
An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems✓ Link7%µ2Net (ViT-L/16)2022-05-25
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations✓ Link8.7%NNCLR2021-04-29
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision✓ Link9.0%91.0SEER (RegNet10B - linear eval)2022-02-16
Understanding Gaussian Attention Bias of Vision Transformers Using Effective Receptive Fields✓ Link9.798%ViT-S/16 (RPE w/ GAB)2023-05-08
AutoAugment: Learning Augmentation Policies from Data✓ Link13.07%AutoAugment2018-05-24
How to Use Dropout Correctly on Residual Networks with Batch Normalization✓ Link15.8036%PreResNet-1012023-02-13
Stochastic Subsampling With Average Pooling15.949%SE-ResNet-101 (SAP)2024-09-25
On the Ideal Number of Groups for Isometric Gradient Propagation22.247%ResNet-101 (ideal number of groups)2023-02-07
Unsupervised Learning using Pretrained CNN and Associative Memory Bank91.00UL-Hopfield (ULH)2018-05-02
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy✓ Link94.8Bamboo (ViT-B/16)2022-03-15
ProgressiveSpinalNet architecture for FC layers✓ Link97.76Pre trained wide-resnet-1012021-03-21