notesum.ai
Published at December 3Controlling the Latent Diffusion Model for Generative Image Shadow Removal via Residual Generation
cs.CV
Released Date: December 3, 2024
Authors: Xinjie Li1, Yang Zhao1, Dong Wang1, Yuan Chen2, Li Cao1, Xiaoping Liu1
Aff.: 1Hefei University of Technology; 2Anhui University

| Method | PSNR | PSNR-NS | PSNR-S | SSIM | SSIM-NS | SSIM-S | LPIPS↓ | FID↓ |
|---|---|---|---|---|---|---|---|---|
| STC-GAN [25] | 29.01 | 33.49 | 31.79 | 0.923 | 0.975 | 0.966 | 0.0975 | 33.626 |
| DSC [49] | 27.47 | 31.15 | 30.85 | 0.890 | 0.956 | 0.963 | 0.1168 | 39.305 |
| Mask-ShadowGAN [29] | 28.08 | 32.89 | 30.65 | 0.924 | 0.977 | 0.965 | 0.0907 | 41.068 |
| DHAN [30] | 29.88 | 34.90 | 32.30 | 0.940 | 0.984 | 0.971 | 0.0645 | 28.534 |
| DC Net [31] | 29.27 | 33.19 | 32.50 | 0.922 | 0.971 | 0.970 | 0.0961 | 57.403 |
| DMTN [32] | 27.98 | 33.59 | 30.13 | 0.929 | 0.981 | 0.964 | 0.0785 | 39.404 |
| TBR Net [3] | 29.65 | 34.47 | 32.16 | 0.938 | 0.980 | 0.968 | 0.0676 | 32.321 |
| DA-SDE [15] | 26.92 | 32.38 | 29.29 | 0.906 | 0.974 | 0.953 | 0.0879 | 32.084 |
| DeS3 [28] | 30.57 | 33.84 | 34.55 | 0.933 | 0.970 | 0.977 | 0.0654 | 39.409 |
| Ours | 30.45 | 35.06 | 33.17 | 0.944 | 0.984 | 0.973 | 0.0537 | 22.433 |