Zorthana Cutout: An AI Research Vision & Image Segmentation Architecture
Research direction, baseline evaluation protocols, and roadmap for open-weight foreground extraction.
Abstract & Scope
This concept-stage whitepaper outlines Zorthana's foundational AI research agenda and proposes the operational roadmap for Zorthana Cutout, an open-weight initiative for still-image foreground extraction and background removal. The document defines research principles prioritizing practical accessibility over superficial benchmark claims, analyzes pipeline requirements (including edge refinement, orientation handling, and deployment footprints), details a 4-phase milestone framework, and articulates transparent publication standards required before declaring production readiness.
Zorthana (2026). Zorthana: An AI Research Vision and the Zorthana Cutout Project Whitepaper — Concept Edition v0.1. Zorthana Research. https://zorthana.com/whitepapers/zorthana_whitepaper_cutout_v0_1.pdf