Image Classification On Vtab 1K 1

Metrics

Top-1 Accuracy

Results

Performance results of various models on this benchmark

Model Name	Top-1 Accuracy	Paper Title	Repository
SelfSup-RelativePatchLoc-ResNet50	50.8	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
BigBiGAN-ResNet50	59.1	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
ExpertEnsembles R101	77.6	Deep Ensembles for Low-Data Transfer Learning	-
ViT-G/14	78.29	Scaling Vision Transformers
ResNet50-LargeHyperSweep	59.2	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
ALIGN (50 hypers/task)	79.99	Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision
BiT-S	66.9	Big Transfer (BiT): General Visual Representation Learning
SelfSup-Rotation-ResNet50	59.5	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
Conditional-BigGAN	35.3	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
UpperCaSE-EfficientNetB0	58.4	Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification
SelfSup-Jigsaw-ResNet50	51.1	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
ImageNet-ResNet50-LargeHyperSweep	71.2	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
ResNet50	42.1	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
S4L-10%-Exemplar-ResNet50	63.9	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
BiT-L	76.3	Big Transfer (BiT): General Visual Representation Learning
BiT-L (50 hypers/task)	78.72	Big Transfer (BiT): General Visual Representation Learning
PVP(VIT-Base)	78.02	PVP: Pre-trained Visual Parameter-Efficient Tuning	-
SelfSup-Exemplar-ResNet50	57.5	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
VAE	37.5	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
BiT-M	70.6	Big Transfer (BiT): General Visual Representation Learning

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