BlueVetaUpright
Tells you exactly how to un-rotate any product photo
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BlueVetaUpright is a purpose-built API that detects whether a product photo is sideways or upside-down, and tells you the exact rotation needed to fix it — with a calibrated confidence score for every answer. Real, measured accuracy: above 95% on clean rotations, above 90% with extra tilt, above 80% on the hardest cases. Beat ChatGPT's vision model 91.1% to 75.9% in a 400-photo benchmark. A specialized model, not a general vision model repurposed for this job. Free interactive demo, no signup.
PH · launched Oct 28, 2026 · 1 upvote (top 67%) · 0 views
Niche: computer vision software and models · 225 launches, 11 in the last 7 days ▼ -45% · Explore this niche →
Category and tags
- Retail & commerce
- Content generation
- Prosumer
- AI feature
- Commercial product
- API
- Developer Tools
- Artificial Intelligence
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More like this: all 225 launches in computer vision software and models →
Could you build this?
Partial The API, UI and confidence-score plumbing are easy to vibe-code, but the claimed accuracy and calibration depend on a trained rotation-detection model and a labeled dataset that vibe coding alone won't produce.
What it would actually take: Build a REST endpoint around a pretrained vision backbone (e.g., a ResNet or ViT) fine-tuned to classify 0/90/180/270 degree orientation plus small tilt angles. The hard part is a large, diverse product-photo dataset with rotation labels, which can be synthesized by augmenting upright images but needs real-world validation. Calibrating confidence scores (e.g., temperature scaling on a held-out set) and benchmarking to the claimed accuracy needs ML engineering experience.
Competitors
Other products that read as similar to this one : 13 launches clear the similarity bar, closest 8 shown.
Attention rank: #8 of 14 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 352 days after the earliest competitor.
- Smart Photo Auto-Rotate · ph · 2026-10-16 · 1 upvotes · similarity 0.43
- BlueVeta · ph · 2026-10-06 · 1 upvotes · similarity 0.39
- Blue-Eye · github · 2026-10-08 · 15 upvotes · similarity 0.35
- FaceStats · ph · 2026-11-10 · 1 upvotes · similarity 0.34
- artensoft-tilt-shift-generator · github · 2026-11-10 · 102 upvotes · similarity 0.33
- Uncle Pooter's · ph · 2026-10-04 · 2 upvotes · similarity 0.32
- Fontsight · ph · 2026-10-27 · 1 upvotes · similarity 0.32
- Reverse perspective camera for OpenGL (Three.js) · hn · 2025-11-10 · 52 upvotes · similarity 0.32
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