# Image Compressed Sensing (25%) on ImageNet

Source: [Image Compressed Sensing (25%) on ImageNet](<https://www.sota2.com/research/sota/image-compressed-sensing-25-percent-on-imagenet>)

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

Data updated: 2026-02-26T05:55:40.528Z

Evaluation of image compressed sensing reconstruction performance on the ImageNet dataset, specifically targeting 25% compression rates, measured using PSNR, SSIM, and FID.

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 | Compressed Sensing (25%) |
| Dataset (including any stated split) | ImageNet |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/image-compressed-sensing-25-percent-on-imagenet.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-compressed-sensing-25-percent-on-imagenet.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/image-compressed-sensing-25-percent-on-imagenet.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| DDNM | 21.66 | Not recorded | 68fa6e201e209131cea3dfb9 |
| DDRM | 19.95 | Not recorded | 68fa6e201e209131cea3dfb9 |
| A^T y | 15.65 | Not recorded | 68fa6e201e209131cea3dfb9 |

### DDNM

PSNR: 21.66. Result ID: 699005ab3a6c314849fd8911.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb9.md>)

[Implementation](<https://github.com/wyhuai/DDNM>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### DDRM

PSNR: 19.95. Result ID: 699005ab3a6c314849fd8910.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb9.md>)

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

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

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### A^T y

PSNR: 15.65. Result ID: 699005ab3a6c314849fd890f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb9.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

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