The filename "gpen-bfr-2048.pth" refers to a high-resolution pre-trained model for the GAN Prior Embedded Network (GPEN), a framework designed for blind face restoration in real-world scenarios. Core Functionality
Potential Uses
| Loss | λ | |------|---| | Pixel (L1) | 1.0 | | Perceptual (VGG‑19 relu2_2) | 0.05 | | Identity (ArcFace cosine) | 0.1 | | Adversarial (R1) | 0.005 | | LPIPS | 0.1 | gpen-bfr-2048.pth
Community reviews suggest it often outperforms other popular restoration models like CodeFormer or GFPGAN in terms of sharpness and output quality. Availability and Deployment
2048: Refers to the resolution. This specific model is designed to upscale and restore faces to a 2048x2048 pixel resolution, making it one of the higher-quality versions available for this architecture. The filename "gpen-bfr-2048
Experiments and Results:
in maintaining high-fidelity details for close-up shots and selfies. This specific model is designed to upscale and
Note that this is just an example code snippet, and you may need to modify it to suit your specific use case.