notesum.ai
Published at October 31MS-Glance: Non-semantic context vectors and the applications in supervising image reconstruction
eess.IV
cs.AI
cs.CV
Released Date: October 31, 2024
Authors: Ziqi Gao1, Wendi Yang1, Yujia Li2, Lei Xing3, S. Kevin Zhou1
Aff.: 1USTC; 2ICT; 3Stanford

| Dataset | Coco - Objects | CelebA - Human Face | IXI - Structural MRI | |||
|---|---|---|---|---|---|---|
| PSNR(dB) | SSIM | PSNR(dB) | SSIM | PSNR(dB) | SSIM | |
| SIREN[64] | 34.469 | 0.9396 | 39.007 | 0.9696 | 37.430 | 0.9743 |
| +LPIPS[82] | 34.803 | 0.9417 | 39.346 | 0.9714 | 33.506 | 0.9288 |
| +SSIM[73] | 34.939 | 0.9468 | 39.232 | 0.9711 | 31.370 | 0.9298 |
| +S3IM[75] | 34.717 | 0.9430 | 39.293 | 0.9714 | 37.412 | 0.9604 |
| +Local Glance | 35.004 | 0.9463 | 39.422 | 0.9723 | 39.088 | 0.9788 |
| +Global Glance | 34.843 | 0.9439 | 39.329 | 0.9712 | 37.613 | 0.9601 |
| +MS-Glance | 35.249 | 0.9493 | 39.571 | 0.9733 | 39.141 | 0.9788 |