CroitoruAlin/biodeep

Biodeep is a academic survey project rather than a functional software product. With only 14 stars and 1 fork over a 500-day period, it lacks community traction and active development (0 velocity). In the hyper-accelerated field of Deepfakes, a survey that is nearly 1.5 years old is largely obsolete, missing major milestones such as Sora, Flux, and the latest diffusion-based detection techniques. The defensibility is minimal because the project provides no proprietary data or unique algorithms—it is an aggregation of existing literature. Frontier labs (OpenAI, Google, Meta) are increasingly building deepfake detection and watermarking (C2PA) directly into their generation platforms, rendering standalone third-party detection surveys less relevant for industry application. Competitively, it is overshadowed by living documents and more comprehensive, frequently updated academic surveys published in major venues like CVPR or IEEE Access.