{"slug":"nvidia-tao-train-segformer","source_name":"nvidia/tao-train-segformer","name":"Nvidia/Tao Train Segformer","description":"SegFormer for semantic segmentation. Lightweight transformer-based architecture with hierarchical feature extraction, efficient for real-time segmentation tasks. Use when training, evaluating, exporting, quantizing, or running inference for a TAO SegFormer model. Trigger phrases include \"train SegFormer\", \"semantic segmentation\", \"lightweight transformer segmenter\", \"real-time semantic segmentation\".","version":1,"lift":{"pass_rate_delta_pts":54.55,"pass_rate_pct":68.2,"total_cases":22,"passed_cases":15,"tokens_delta_pct":140.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-12T23:45:00.338586+00:00"},"skill_score":0.6818,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":54.55,"with_pass_pct":68.2,"without_pass_pct":13.6,"tokens_delta_pct":140.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-12T23:45:00.338586+00:00","run_id":"9f174ed8-e2bd-4b2c-a05a-73233848d0bf","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","install_count":0,"manifest_hash":"9d1e50ae8f60b5bc2e804aef7bea053368c08e079a63ca0d56ac92d0dc7393a4","raw_url":"https://app.decimal.ai/s/nvidia-tao-train-segformer/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/nvidia-tao-train-segformer"}