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VisionHOPE

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

Comparison

FeatureVisionHOPEInterfaze
Input Modalities

image

image, text, audio, video, document

Native OCRNoYes
Long Document ProcessingNoYes
Language Support

unknown

162+

Native Speech-to-TextNoYes
Native Object DetectionNoYes
Guardrail ControlsNoYes
Context Input Size

unknown

1M

Tool CallingNo

Tool calling supported + built in browser, code execution and web search

Scaling

FeatureVisionHOPEInterfaze
Scaling

Self-hosted/Provider-hosted with quantization

Unlimited

View model card on Hugging Face

Official pretrained weights for VisionHOPE: Visual Backbones as Self-Modifying Learning Systems.

Paper · Code

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

TaskVisionHOPE-TVisionHOPE-SVisionHOPE-B
ImageNet-1K classificationDownloadDownloadDownload
COCO · Mask R-CNN 1×DownloadDownloadDownload
COCO · Mask R-CNN 3×DownloadDownload—
ADE20K · UPerNetDownloadDownloadDownload

Download

Download an individual checkpoint with the Hugging Face 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 for installation, model definitions, and training and evaluation commands.

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