Update README.md

README.md

@@ -6,5 +6,50 @@ library_name: timm
 license: apache-2.0
 datasets:
 - imagenet-1k
+metrics:
+- accuracy
 ---
-# Model card for hpx_former_ln_b36.westai_in1k
+# Model card for hpx_former_b36
+
+The model hpx_former_b36 is part of the HyenaPixel model family proposed in the paper ["HyenaPixel: Global Image Context with Convolutions"](https://arxiv.org/abs/2402.19305). 
+HyenaPixel uses large convolutions as an attention replacement by extending Hyena ([Paper](https://arxiv.org/abs/2302.10866) and [GitHub](https://github.com/HazyResearch/safari/)) to support bidirectrional and two-dimensional input. 
+The operator is integrated in the MetaFormer ([Paper](https://arxiv.org/abs/2210.13452) and [GitHub](https://github.com/sail-sg/metaformer)) framework.
+
+The official PyTorch implementation of HyenaPixel can be found on [GitHub](https://github.com/spravil/HyenaPixel).
+
+## Models
+
+| Model              | Resolution | Params | Top1 Acc |                                   Download                                   |
+| :----------------- | :--------: | :----: | :------: | :--------------------------------------------------------------------------: |
+| hpx_former_s18     |    224     |  29M   |   83.2   |   [HuggingFace](https://huggingface.co/Spravil/hpx_former_s18.westai_in1k)   |
+| hpx_former_s18_384 |    384     |  29M   |   84.7   | [HuggingFace](https://huggingface.co/Spravil/hpx_former_s18.westai_in1k_384) |
+| hb_former_s18      |    224     |  28M   |   83.5   |   [HuggingFace](https://huggingface.co/Spravil/hb_former_s18.westai_in1k)    |
+| c_hpx_former_s18   |    224     |  28M   |   83.0   |  [HuggingFace](https://huggingface.co/Spravil/c_hpx_former_s18.westai_in1k)  |
+| hpx_a_former_s18   |    224     |  28M   |   83.6   |  [HuggingFace](https://huggingface.co/Spravil/hpx_a_former_s18.westai_in1k)  |
+| hb_a_former_s18    |    224     |  27M   |   83.2   |  [HuggingFace](https://huggingface.co/Spravil/hb_a_former_s18.westai_in1k)   |
+| hpx_former_b36     |    224     |  111M  |   84.9   |   [HuggingFace](https://huggingface.co/Spravil/hpx_former_b36.westai_in1k)   |
+| hb_former_b36      |    224     |  102M  |   85.2   |   [HuggingFace](https://huggingface.co/Spravil/hb_former_b36.westai_in1k)    |
+
+## Usage
+
+```
+pip install git+https://github.com/spravil/HyenaPixel.git
+```
+
+```python
+import timm
+import hyenapixel.models
+
+model = timm.create_model("hpx_former_b36", pretrained=True)
+```
+
+# Bibtex
+
+```
+@article{spravil2024hyenapixel,
+  title={HyenaPixel: Global Image Context with Convolutions},
+  author={Julian Spravil and Sebastian Houben and Sven Behnke},
+  journal={arXiv preprint arXiv:2402.19305},
+  year={2024},
+}
+```