tao-run-deft-object-detection
NVIDIA-TAO/tao-skill-bankRun the full DEFT smart-data-augmentation loop for NVIDIA TAO Grounding DINO object detection: zero-shot baseline inference, KPI analysis, per-class gap…
Scores out of 100 · grade B+
2026-08-13Works
40% of the score92/100
- Names 1 tool Claude Code does not ship: Read Skill Task Bash Write.
Maintained
25% of the score100/100
- no commits in the last 12 weeks
Adopted
20% of the score26/100
- 84 stars on the source repo.
Documented
15% of the score92/100
- 1,592 words with worked examples.
- Ships 47 bundled files.
Install
npx skills add NVIDIA-TAO/tao-skill-bank/tao-run-deft-object-detectionWhat the check found
| Finding | What it means |
|---|---|
| Unknown tools | It allow-lists tool names Claude Code does not ship, which usually means a typo. |
What it says it does
Run the full DEFT smart-data-augmentation loop for NVIDIA TAO Grounding DINO object detection: zero-shot baseline inference, KPI analysis, per-class gap analysis, SigLIP embedding of weak images, unique-neighbor mining against a source pool, ODVG dataset staging, and retraining — repeated for a fixed number of iterations. Also prepares the source pool the loop mines from, as a separate run: Co-DETR pseudo-labeling, folding to the target classes, KITTI→COCO→ODVG conversion, and embedding. Use for prompts like "run the DEFT OD loop", "run smart data augmentation for grounding dino", "mine and retrain my detection model", "improve OD mAP with gap analysis and mining", "prep the source pool", or "pseudo-label my unlabeled images for mining"; do not use for standalone TAO training, one-off inference, or gap analysis alone.
Also in NVIDIA-TAO/tao-skill-bank
| Artifact | Score | What the check found | Type | Reach | Last commit |
|---|---|---|---|---|---|
| tao-run-deft-iaaNVIDIA-TAO/tao-skill-bank | Unknown tools | Skill | 84 stars | today | |
| tao-analyze-detection-kpiNVIDIA-TAO/tao-skill-bank | Unknown tools | Skill | 84 stars | today | |
| tao-analyze-gaps-od-mapNVIDIA-TAO/tao-skill-bank | Unknown tools | Skill | 84 stars | today | |
| tao-generate-image-embeddingsNVIDIA-TAO/tao-skill-bank | Unknown tools | Skill | 84 stars | today | |
| tao-mine-aoi-imagesNVIDIA-TAO/tao-skill-bank | Unknown tools | Skill | 84 stars | today | |
| tao-mine-od-imagesNVIDIA-TAO/tao-skill-bank | Unknown tools | Skill | 84 stars | today |
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