{"slug":"waybarrios-huggingface-vision-trainer","source_name":"waybarrios/huggingface-vision-trainer","name":"Waybarrios/Huggingface Vision Trainer","description":"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, Tr","version":1,"lift":{"pass_rate_delta_pts":47.83,"pass_rate_pct":87,"total_cases":23,"passed_cases":20,"tokens_delta_pct":82.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-19T09:53:57.809304+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":47.83,"with_pass_pct":87,"without_pass_pct":39.1,"tokens_delta_pct":82.8,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-19T09:53:57.809304+00:00","run_id":"20faf208-5c3f-4719-b885-6f770a1f8c84","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"Apache-2.0 (modified; see UPSTREAMS.json)","install_count":0,"manifest_hash":"d02172c38ce2b10ab493d1a387c72ba65b0162576ea5eb136f3d28185603b4fc","raw_url":"https://app.decimal.ai/s/waybarrios-huggingface-vision-trainer/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/waybarrios-huggingface-vision-trainer"}