---
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.