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…/skills/huggingface-vision-trainer
home/skills/huggingface/skills/huggingface-vision-trainer
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huggingface-vision-trainer

byhuggingface· 63 skills

Installs

1.3k

Stars

11k

Forks

720

Category

Machine Learning & AI

View on GitHub

TL;DR

Trains and fine-tunes vision models for object detection (D-FINE, RT-DETR v2, DETR, YOLOS), image classification (timm models — MobileNetV3, MobileViT, ResNet, ViT/DINOv3 — plus any Transformers classifier), and SAM/SAM2 segmentation using Hugging Face Transformers on Hugging Face Jobs cloud GPUs. Covers COCO-format dataset preparation, Albumentations augmentation, mAP/mAR evaluation, accuracy metrics, SAM segmentation with bbox/point prompts, DiceCE loss, hardware selection, cost estimation, Trackio monitoring, and Hub persistence. Use when users mention training object detection, image classification, SAM, SAM2, segmentation, image matting, DETR, D-FINE, RT-DETR, ViT, timm, MobileNet, ResNet, bounding box models, or fine-tuning vision models on Hugging Face Jobs.

How to install huggingface-vision-trainer?

huggingface/skills/huggingface-vision-trainer
$npx -y skills add huggingface/skills --skill huggingface-vision-trainer

Installs into the current project.

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Use this skill

Run `npx skills use "https://github.com/huggingface/skills" --skill "huggingface/skills/huggingface-vision-trainer"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.

Use the whole pack

Use the skills in "https://github.com/huggingface/skills" that are relevant to the current task. Run `npx skills add "https://github.com/huggingface/skills"` and select the relevant skills, then follow their instructions.

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Preview

huggingface/skillshuggingface/skills

$ npx -y skills add huggingface/skills --skill huggingface-vision-trainer

▸ installing to .claude/skills…

✓ huggingface-vision-trainer ready

Repohuggingface/skills
TypeSkills
CategoryMachine Learning & AI
ForResearcherDeveloper
UpdatedJul 2026
License—
First seenJul 27, 2026

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