huggingface-vision-trainer
huggingface/skillsTrains and fine-tunes vision models for object detection (D-FINE, RT-DETR v2, DETR, YOLOS), image classification (timm models — MobileNetV3, MobileViT,…
Scores out of 100 · grade A+
2026-08-22Works
40% of the score100/100
- Loads cleanly: valid frontmatter, required fields present, no dangling references.
Maintained
25% of the score100/100
- no commits in the last 12 weeks
Adopted
20% of the score56/100
- 1,422 installs on skills.sh.
- 10,953 stars on the source repo.
Documented
15% of the score100/100
- 3,305 words with worked examples.
- Ships 11 bundled files.
Install
npx skills add huggingface/skills/huggingface-vision-trainerWhat it says it does
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.
Also in huggingface/skills
| Artifact | Score | What the check found | Type | Reach | Last commit |
|---|---|---|---|---|---|
| hf-cloud-sagemaker-iam-preflighthuggingface/skills | clean | Skill | 11k stars | 3 days ago | |
| hf-cloud-sagemaker-production-defaultshuggingface/skills | clean | Skill | 11k stars | 3 days ago | |
| hf-cloud-serving-image-selectionhuggingface/skills | clean | Skill | 11k stars | 3 days ago | |
| huggingface-paper-publisherhuggingface/skills | clean | Skill | 1,313 installs | 3 days ago | |
| huggingface-community-evalshuggingface/skills | clean | Skill | 1,388 installs | 3 days ago | |
| huggingface-lora-space-builderhuggingface/skills | clean | Skill | 11k stars | 3 days ago |
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