{"slug":"alirezarezvani-senior-computer-vision","source_name":"alirezarezvani/senior-computer-vision","name":"Alirezarezvani/Senior Computer Vision","description":"Computer vision engineering skill for object detection, image segmentation, and visual AI systems. Covers CNN and Vision Transformer architectures, YOLO/Faster R-CNN/DETR detection, Mask R-CNN/SAM segmentation, and production deployment with ONNX/TensorRT. Includes PyTorch, torchvision, Ultralytics, Detectron2, and MMDetection frameworks. Use when building detection pipelines, training custom models, optimizing inference, or deploying vision systems.","version":1,"lift":{"pass_rate_delta_pts":18.18,"pass_rate_pct":63.6,"total_cases":22,"passed_cases":14,"tokens_delta_pct":121,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-11T10:43:33.938375+00:00"},"skill_score":0.6364,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":18.18,"with_pass_pct":63.6,"without_pass_pct":45.5,"tokens_delta_pct":121,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-11T10:43:33.938375+00:00","run_id":"19a397a0-9ec2-4700-8445-39fa2f5665e5","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":"MIT","install_count":0,"manifest_hash":"7c1a7e3c5e54144e768f8c83cd71f58050a8b2e02131f749d56e4b29412cb05a","raw_url":"https://app.decimal.ai/s/alirezarezvani-senior-computer-vision/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/alirezarezvani-senior-computer-vision"}