| --- |
| 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. |
