# VisionHOPE

URL: https://interfaze.ai/models/psrbenvisionhope

[All models](https://interfaze.ai/models)

VisionHOPE by PSRben, a image-classification model. Understand and compare features, benchmarks, and capabilities.

## Comparison

| Feature | VisionHOPE | Interfaze |
| --- | --- | --- |
| Input Modalities | image | image, text, audio, video, document |
| Native OCR | No | Yes |
| Long Document Processing | No | Yes |
| Language Support | unknown | 162+ |
| Native Speech-to-Text | No | Yes |
| Native Object Detection | No | Yes |
| Guardrail Controls | No | Yes |
| Context Input Size | unknown | 1M |
| Tool Calling | No | Tool calling supported + built in browser, code execution and web search |

### Scaling

| Feature | VisionHOPE | Interfaze |
| --- | --- | --- |
| Scaling | Self-hosted/Provider-hosted with quantization | Unlimited |

[Try Interfaze](https://interfaze.ai/dashboard)[Read the Docs](https://interfaze.ai/docs)

View model card on [Hugging Face](https://huggingface.co/PSRben/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 | Download | Download |
| COCO · Mask R-CNN 1× | Download | Download | Download |
| COCO · Mask R-CNN 3× | Download | Download | — |
| ADE20K · UPerNet | Download | Download | Download |

## Download

Download an individual checkpoint with the [Hugging Face CLI](https://huggingface.co/docs/huggingface_hub/guides/cli):

```
hf download PSRben/VisionHOPE visionhope_small.pth --local-dir weights
```

To download all checkpoints:

```
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.

## Want more deterministic results?

[Try Interfaze](https://interfaze.ai/dashboard)[Read the Docs](https://interfaze.ai/docs)