# Joint image compression and wireless transmission on CelebA TDL-A channels

Source: [Joint image compression and wireless transmission on CelebA TDL-A channels](<https://www.sota2.com/research/sota/joint-image-compression-and-wireless-transmission-on-celeba-tdl-a-channels>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-01T08:44:16.237Z

Evaluation of models performing joint image compression and wireless transmission over TDL-A channels using the CelebA dataset variant, typically measured by PSNR and SSIM.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Joint image compression and wireless transmission |
| Dataset (including any stated split) | CelebA TDL-A channels |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PSNR](<https://www.sota2.com/research/sota/joint-image-compression-and-wireless-transmission-on-celeba-tdl-a-channels.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/joint-image-compression-and-wireless-transmission-on-celeba-tdl-a-channels.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Diffusion-OAMP (DDIM) | 33.15 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (FM) | 32.85 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 32.41 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (DDIM) | 32.25 | Not recorded | 69f4339a55a3c32af89fd17a |
| OAMP+BM3D | 31.32 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 31.19 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (FM) | 30.86 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 29.74 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (DDIM) | 29.63 | Not recorded | 69f4339a55a3c32af89fd17a |
| OAMP+BM3D | 29.56 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 27.6 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (FM) | 26.66 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (DDIM) | 25.86 | Not recorded | 69f4339a55a3c32af89fd17a |
| OAMP+BM3D | 24.83 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (DDIM) | 24.74 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 24.48 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 24.1 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 22.75 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (FM) | 22.04 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 21.95 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (DDIM) | 21.95 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 21.05 | Not recorded | 69f4339a55a3c32af89fd17a |
| OAMP+BM3D | 20.88 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (FM) | 19.98 | Not recorded | 69f4339a55a3c32af89fd17a |
| OAMP+BM3D | 19.6 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 17.4 | Not recorded | 69f4339a55a3c32af89fd17a |
| Diffusion-OAMP (FM) | 17.39 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 16.51 | Not recorded | 69f4339a55a3c32af89fd17a |
| OAMP+BM3D | 16.2 | Not recorded | 69f4339a55a3c32af89fd17a |
| DDRM | 14.73 | Not recorded | 69f4339a55a3c32af89fd17a |

### Diffusion-OAMP (DDIM)

PSNR: 33.15. Result ID: 69f467d047f34ce924da7322.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.05"}. This record does not assert independent reproduction.

### Diffusion-OAMP (FM)

PSNR: 32.85. Result ID: 69f467d047f34ce924da7323.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.05"}. This record does not assert independent reproduction.

### DDRM

PSNR: 32.41. Result ID: 69f467d047f34ce924da7326.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.05","Iterations":"50"}. This record does not assert independent reproduction.

### Diffusion-OAMP (DDIM)

PSNR: 32.25. Result ID: 69f467d047f34ce924da732c.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.05"}. This record does not assert independent reproduction.

### OAMP+BM3D

PSNR: 31.32. Result ID: 69f467d047f34ce924da7324.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa51281e209131ce971687.md>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.05"}. This record does not assert independent reproduction.

### DDRM

PSNR: 31.19. Result ID: 69f467d047f34ce924da7325.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.05","Iterations":"20"}. This record does not assert independent reproduction.

### Diffusion-OAMP (FM)

PSNR: 30.86. Result ID: 69f467d047f34ce924da732d.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.05"}. This record does not assert independent reproduction.

### DDRM

PSNR: 29.74. Result ID: 69f467d047f34ce924da7330.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.05","Iterations":"50"}. This record does not assert independent reproduction.

### Diffusion-OAMP (DDIM)

PSNR: 29.63. Result ID: 69f467d047f34ce924da7336.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.05"}. This record does not assert independent reproduction.

### OAMP+BM3D

PSNR: 29.56. Result ID: 69f467d047f34ce924da732e.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa51281e209131ce971687.md>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.05"}. This record does not assert independent reproduction.

### DDRM

PSNR: 27.6. Result ID: 69f467d047f34ce924da732f.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.05","Iterations":"20"}. This record does not assert independent reproduction.

### Diffusion-OAMP (FM)

PSNR: 26.66. Result ID: 69f467d047f34ce924da7337.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.05"}. This record does not assert independent reproduction.

### Diffusion-OAMP (DDIM)

PSNR: 25.86. Result ID: 69f467d047f34ce924da7327.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.5"}. This record does not assert independent reproduction.

### OAMP+BM3D

PSNR: 24.83. Result ID: 69f467d047f34ce924da7338.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa51281e209131ce971687.md>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.05"}. This record does not assert independent reproduction.

### Diffusion-OAMP (DDIM)

PSNR: 24.74. Result ID: 69f467d047f34ce924da7331.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.5"}. This record does not assert independent reproduction.

### DDRM

PSNR: 24.48. Result ID: 69f467d047f34ce924da732b.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.5","Iterations":"50"}. This record does not assert independent reproduction.

### DDRM

PSNR: 24.1. Result ID: 69f467d047f34ce924da732a.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.5","Iterations":"20"}. This record does not assert independent reproduction.

### DDRM

PSNR: 22.75. Result ID: 69f467d047f34ce924da7335.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.5","Iterations":"50"}. This record does not assert independent reproduction.

### Diffusion-OAMP (FM)

PSNR: 22.04. Result ID: 69f467d047f34ce924da7328.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.5"}. This record does not assert independent reproduction.

### DDRM

PSNR: 21.95. Result ID: 69f467d047f34ce924da7334.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.5","Iterations":"20"}. This record does not assert independent reproduction.

### Diffusion-OAMP (DDIM)

PSNR: 21.95. Result ID: 69f467d047f34ce924da733b.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.5"}. This record does not assert independent reproduction.

### DDRM

PSNR: 21.05. Result ID: 69f467d047f34ce924da733a.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.05","Iterations":"50"}. This record does not assert independent reproduction.

### OAMP+BM3D

PSNR: 20.88. Result ID: 69f467d047f34ce924da7329.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa51281e209131ce971687.md>)

Recorded evaluation configuration: {"beta":"0.7","sigma":"0.5"}. This record does not assert independent reproduction.

### Diffusion-OAMP (FM)

PSNR: 19.98. Result ID: 69f467d047f34ce924da7332.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.5"}. This record does not assert independent reproduction.

### OAMP+BM3D

PSNR: 19.6. Result ID: 69f467d047f34ce924da7333.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa51281e209131ce971687.md>)

Recorded evaluation configuration: {"beta":"0.4","sigma":"0.5"}. This record does not assert independent reproduction.

### DDRM

PSNR: 17.4. Result ID: 69f467d047f34ce924da733f.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.5","Iterations":"50"}. This record does not assert independent reproduction.

### Diffusion-OAMP (FM)

PSNR: 17.39. Result ID: 69f467d047f34ce924da733c.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.5"}. This record does not assert independent reproduction.

### DDRM

PSNR: 16.51. Result ID: 69f467d047f34ce924da7339.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.05","Iterations":"20"}. This record does not assert independent reproduction.

### OAMP+BM3D

PSNR: 16.2. Result ID: 69f467d047f34ce924da733d.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa51281e209131ce971687.md>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.5"}. This record does not assert independent reproduction.

### DDRM

PSNR: 14.73. Result ID: 69f467d047f34ce924da733e.

[Reporting paper](<https://www.sota2.com/research/paper/69f4339a55a3c32af89fd17a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"beta":"0.1","sigma":"0.5","Iterations":"20"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.