Medium potentialLow license · Apache-2.0Score 10/10

LingBot Vision API

Boundary‑aware vision for depth and segmentation

586PythonBuild: 4-6 daysRobbyant/lingbot-vision

A cloud‑hosted API that delivers fast, accurate depth maps and semantic segmentation using the LingBot‑Vision backbone. It supports multiple model sizes, from lightweight to 1.1B‑parameter, and can be integrated into robotics, construction, or AR workflows with a single REST call.

Tech stack

Next.js 14 + FastAPI + TorchServe + Docker + Vercel + Stripe

BYOK model

Not required

Freemium model

Free tier: 1,000 inference requests/month, small model only. Pro tier: unlimited requests, large/giant models, priority GPU access.

Deployment complexity

Medium — Requires GPU inference but can be containerized and deployed on managed GPU services like AWS SageMaker or GCP AI Platform

SEO keywords
vision transformer depth estimationboundary-aware vision modeldense spatial perception APIself-supervised vision backbonedepth estimation for robotics
Why it qualifies
  • High demand for depth estimation in robotics and construction
  • Open-source model with proven performance and large community
  • Easy to wrap into a REST API with existing PyTorch inference tools
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