Image Model Performance Analysis

Analyze and visualize performance metrics of different image models based on benchmark data.

Select Benchmark File

X-axis

top1 top5 infer_samples_per_sec secs param_count_x infer_img_size

Y-axis

top1 top5 infer_samples_per_sec secs param_count_x infer_img_size

Select Model Families

beit beitv2 coatnet coatnext convnext convnextv2 efficientformer efficientnet efficientnetv2 eva levit maxvit maxxvit maxxvitv2 mobilenetv mobilenetv2 regnetv regnetx regnety regnetz swin swinv2 vit

Log scale X-axis

Log scale Y-axis

Plot

The benchmark data comes from the pytorch-image-models repository by Ross Wightman.

Based on the original notebook by Jeremy Howard.

Read more about the project on my blog dronelab.dev.

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