Image Classification On Tiny Imagenet 1

المقاييس

Validation Acc

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

		Paper Title	Repository
Astroformer	92.98	Astroformer: More Data Might not be all you need for Classification
DeiT-B/16-D + OCD(5)	92.0%	OCD: Learning to Overfit with Conditional Diffusion Models
SwinV2-B + GradMatch	91.90	Data-Efficient Training of CNNs and Transformers with Coresets: A Stability Perspective
Swin-L	91.35%	Vision Transformers in 2022: An Update on Tiny ImageNet
DeiT-B/16 (PUGD)	91.02%	Perturbated Gradients Updating within Unit Space for Deep Learning
DeiT-B/16-D + OCD	90.8%	OCD: Learning to Overfit with Conditional Diffusion Models
ViT-B/16 (PUGD)	90.74%	Perturbated Gradients Updating within Unit Space for Deep Learning
EfficientNet-B1+DCL	84.39%	Direction Concentration Learning: Enhancing Congruency in Machine Learning
WaveMixLite-144/7	77.47%	WaveMix: A Resource-efficient Neural Network for Image Analysis
Context-Aware Pipeline	73.6%	Context-Aware Compilation of DNN Training Pipelines across Edge and Cloud	-
ResNeXt-50 (SAMix+DM)	72.39	-	-
ResNeXt-50 (SAMix)	72.18%	Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup
ResNeXt-50 (AutoMix+DM)	71.56	-	-
ResNeXt-50 (AutoMix)	70.72%	AutoMix: Unveiling the Power of Mixup for Stronger Classifiers
PreActResNet-18-3	70.24%	MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks
ResNet18 (SAMix)	68.89%	Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup
ResNeXt-50 (PuzzleMix+DM)	68.04	-	-
UPANets	67.67	UPANets: Learning from the Universal Pixel Attention Networks
ResNet18 (AutoMix)	67.33%	AutoMix: Unveiling the Power of Mixup for Stronger Classifiers
DenseNet + Residual Networks	60%	DenseNet Models for Tiny ImageNet Classification

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Image Classification On Tiny Imagenet 1

المقاييس

النتائج