chessnut-vision-tracker
Real-time chessboard piece detection, tracking, and Stockfish analysis from a camera feed, using a fine-tuned YOLO11-seg model
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Details
- External ID
- 1403732943
- Source
- GITHUB
- Company
- —
- Product
- chessnut-vision-tracker
- Website domain
- github.com
- Launched
- Oct. 4, 2026
- Cohort
- —
- Upvotes
- 11
- Upvotes percentile
- 0.16913746630727763
- Tags
- —
- Fetched at
- Oct. 6, 2026, 5:02 p.m.
- Updated at
- Oct. 6, 2026, 5:02 p.m.
Enrichment
- Niche
- ai video creation and filmmaking tools
- Vertical
- Media & entertainment
- Function
- Analytics & BI
- Audience
- Prosumer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- camera-based chessboard piece tracker and stockfish analysis tool
- Manually corrected
- False
Could you build this?
Partial The Python orchestration and Stockfish API integration are easy, but gathering/labeling datasets, fine-tuning YOLO11-seg for 3D chessboard occlusion, and mapping perspective coordinates reliably requires real computer vision expertise.
What it would actually take: Requires a Python pipeline utilizing OpenCV, PyTorch/Ultralytics YOLO11-seg, and python-chess. The challenging part is collecting/augmenting a diverse dataset of physical chessboards under varied camera angles and lighting, fine-tuning instance segmentation to detect pieces under hand occlusion, and writing robust homography/perspective-transform logic to map 2D pixel coordinates to an accurate 8x8 FEN state.
Competitors
Other products that read as similar to this one — 725 launches clear the similarity bar, closest 8 shown.
Attention rank: #556 of 726 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 338 days after the earliest competitor.
- UGO · github · 2026-09-26 · 9 upvotes · similarity 0.59
- Dragoneye: Production video detection models in <5 minutes · yc · 2025-11-25 · 11 upvotes · similarity 0.53
- A shot tracking app for hockey teams · hn · 2026-03-31 · 6 upvotes · similarity 0.52
- glance-speedlab · github · 2026-09-23 · 48 upvotes · similarity 0.52
- RallyMotionReasoner · github · 2026-09-22 · 19 upvotes · similarity 0.52
- frameeyeosc · github · 2026-09-23 · 38 upvotes · similarity 0.52
- autovision-vehicle-intelligence · github · 2026-09-11 · 7 upvotes · similarity 0.50
- MotionPosterior · github · 2026-09-23 · 17 upvotes · similarity 0.50
Other launches for this product
- No other launches for this product.
Same idea, different domain
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