File size: 2,386 Bytes
3850810 26f1a48 3850810 8788d96 3850810 8788d96 26f1a48 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 | ---
license: mit
tags:
- computer-vision
- pytorch
- visionhope
pipeline_tag: image-classification
---
# VisionHOPE
Official pretrained weights for **VisionHOPE: Visual Backbones as Self-Modifying Learning Systems**.
[Paper](https://arxiv.org/abs/2609.33325) · [Code](https://github.com/PSRben/VisionHOPE)
This repository contains the hierarchical VisionHOPE-T/S/B checkpoints for ImageNet-1K classification, COCO object detection and instance segmentation, and ADE20K semantic segmentation.
## Pretrained weights
| Task | VisionHOPE-T | VisionHOPE-S | VisionHOPE-B |
| :--- | :---: | :---: | :---: |
| ImageNet-1K classification | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_tiny.pth?download=true) | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_small.pth?download=true) | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_base.pth?download=true) |
| COCO · Mask R-CNN 1× | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_tiny_coco_1x.pth?download=true) | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_small_coco_1x.pth?download=true) | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_base_coco_1x.pth?download=true) |
| COCO · Mask R-CNN 3× | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_tiny_coco_3x.pth?download=true) | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_small_coco_3x.pth?download=true) | — |
| ADE20K · UPerNet | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_tiny_ade20k.pth?download=true) | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_small_ade20k.pth?download=true) | [Download](https://huggingface.co/PSRben/VisionHOPE/resolve/main/visionhope_base_ade20k.pth?download=true) |
## Download
Download an individual checkpoint with the [Hugging Face CLI](https://huggingface.co/docs/huggingface_hub/guides/cli):
```bash
hf download PSRben/VisionHOPE visionhope_small.pth --local-dir weights
```
To download all checkpoints:
```bash
hf download PSRben/VisionHOPE --include "visionhope_*.pth" --local-dir weights
```
See the [code repository](https://github.com/PSRben/VisionHOPE) for installation, model definitions, and training and evaluation commands. |