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The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT)...

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Follow recommendations from [PEP 561 – Distributing and Packaging Type Information](https://peps.python.org/pep-0561/).

Hey, as you have already noticed based on many of your articles, there is basically zero reproducibility of your results based on the network models only. The accuracies very much...

enhancement

### Model description The Kolmogorov–Arnold Transformer (KAT) replaces the standard MLP layers in transformers with Kolmogorov-Arnold Network (KAN) layers, improving the model's expressiveness and overall performance. ### Open source status...

enhancement

https://github.com/altair199797/LowFormer Also pinging @altair199797

enhancement

**Is your feature request related to a problem? Please describe.** Model request: LW-DETR https://github.com/Atten4Vis/LW-DETR **Additional context** It would be very useful to benchmark this against mobilenet v4

enhancement

**Is your feature request related to a problem? Please describe.** First of all thanks for creating and maintaining this great library. We're also using it to accelerate quick experiments. However,...

enhancement

Testing different pos embed configs. Fix small tracing issue for 2d learned embed w/ ar preserving. Default res to 384x384 to match default seq len.

I found a problem about pre-trained weights. When I trained with a custom model and put it into the same model with the same head, when I used --pretrained-path to...

bug

Summary: - Renamed `mask` to `attn_mask` in NaFlex ViT `forward_intermediates()` - Removed unused imports - Support gradient checkpointing in `forward_intermediates()`", resolve #2435

Hi! Thank you for the excellent library and the recent addition of NaFlex transformers. I've been learning a lot from exploring it! While experimenting with the code, I identified a...

enhancement