Image Classification On Vtab 1K 1

评估指标

Top-1 Accuracy

评测结果

各个模型在此基准测试上的表现结果

模型名称	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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