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hpx_former_b36.westai_in1k
Spravil/hpx_former_b36.westai_in1k
hpx_former_b36.westai_in1k is a image classification model from Spravil. Use it when you need a label for an image. It is set up for timm. The card lists the license as apache-2.0.
The model hpxformerb36 is part of the HyenaPixel model family proposed in the paper "HyenaPixel: Global Image Context with Convolutions". HyenaPixel uses large convolutions as an attention replacement by extending Hye…
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At a glance
- Task
- Image Classification
- Library
- timm
- License
- apache-2.0
- Access
- Public
- Created
- Feb 20, 2024
- Updated
- Jun 3, 2024
- SHA
- e4e1826c
Datasets
Model card
From the Hugging Face model README
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". HyenaPixel uses large convolutions as an attention replacement by extending Hyena (Paper and GitHub) to support bidirectrional and two-dimensional input. The operator is integrated in the MetaFormer (Paper and GitHub) framework.
The official PyTorch implementation of HyenaPixel can be found on GitHub.
Models
| Model | Resolution | Params | Top1 Acc | Download |
|---|---|---|---|---|
| hpx_former_s18 | 224 | 29M | 83.2 | HuggingFace |
| hpx_former_s18_384 | 384 | 29M | 84.7 | HuggingFace |
| hb_former_s18 | 224 | 28M | 83.5 | HuggingFace |
| c_hpx_former_s18 | 224 | 28M | 83.0 | HuggingFace |
| hpx_a_former_s18 | 224 | 28M | 83.6 | HuggingFace |
| hb_a_former_s18 | 224 | 27M | 83.2 | HuggingFace |
| hpx_former_b36 | 224 | 111M | 84.9 | HuggingFace |
| hb_former_b36 | 224 | 102M | 85.2 | HuggingFace |
Usage
pip install git+https://github.com/spravil/HyenaPixel.git
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},
}
- Task
- Image Classification
- Library
- timm
- License
- apache-2.0
- Created
- Feb 20, 2024
- Updated
- Jun 3, 2024