About us:
Trinity Mobile App Lab Pvt. Ltd. is one of the fastest-growing IT and software companies, specializing in building digital products and applications that help organizations expand and innovate. The company develops mobile and web applications with a strong focus on understanding customer needs and delivering personalized solutions. Trinity provides IT services, support, and advanced applications designed to streamline and automate organizational processes. Its vision is to fully automate organizations through tailored applications that drive growth and deliver tangible perks. Team members have opportunities to learn about Trinity’s latest applications, services, and activities while contributing to impactful digital solutions.

About the ProductSoul Home captures a user’s home in 3D through three tiers: LiDAR (iOS), ARCore depth (Android), and a photo/panorama fallback for phones with neither. The mobile team owns capture; you own everything that happens after upload — reconstruction, mesh processing, floor-plan extraction, object placement,



and the processing pipeline that turns raw scans into structured spatial data for a deterministic Vastu/Feng Shui rule engine.

The RoleYou will build the server-side reconstruction and processing pipeline on AWS. The centerpiece is the fallback tier: reconstructing room geometry from guided photos or panoramas using monocular depth and layout-estimation models (HorizonNet / LGT-Net class networks, already selected), so that users without AR-capable phones still get a usable spatial model. You will also own mesh cleanup and normalization for all three tiers, the async job pipeline, and GPU inference deployment.

Core Responsibilities• Build the photo-to-layout reconstruction pipeline: panorama preprocessing, equirectangular handling, layout estimation (HorizonNet/LGT-Net), monocular depth (Depth Anything v2 / MiDaS), and conversion of network output into wall/opening geometry
• Build the mesh processing stage for al

📌 Backend & 3D Reconstruction Engineer (Python / ML / AWS) (Noida)
🏢 Trinity Mobile App Lab
📍 Noida