# Semantic Image Transmission on ImageNet 256x256 Rayleigh fading SNR 5dB 2012 (test)

Source: [Semantic Image Transmission on ImageNet 256x256 Rayleigh fading SNR 5dB 2012 (test)](<https://www.sota2.com/research/sota/semantic-image-transmission-on-imagenet-256x256-rayleigh-fading-snr-5db-2012-test>)

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

Data updated: 2026-02-26T05:48:18.734Z

Evaluation of Semantic Image Transmission performance on the test split of the ImageNet subset conditioned by 256x256 resolution, Rayleigh fading channel, and 5dB SNR. Metrics include LPIPS, DISTS, CLIP, Dreamsim, DINOv2, 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 | Semantic Image Transmission |
| Dataset (including any stated split) | ImageNet 256x256 Rayleigh fading SNR 5dB 2012 (test) |
| Metric | LPIPS |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [LPIPS](<https://www.sota2.com/research/sota/semantic-image-transmission-on-imagenet-256x256-rayleigh-fading-snr-5db-2012-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [DISTS](<https://www.sota2.com/research/sota/semantic-image-transmission-on-imagenet-256x256-rayleigh-fading-snr-5db-2012-test.md?metric=DISTS>): Lower is better; unit: SCALAR.

- [CLIP Score](<https://www.sota2.com/research/sota/semantic-image-transmission-on-imagenet-256x256-rayleigh-fading-snr-5db-2012-test.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

- [Dreamsim](<https://www.sota2.com/research/sota/semantic-image-transmission-on-imagenet-256x256-rayleigh-fading-snr-5db-2012-test.md?metric=Dreamsim>): Lower is better; unit: SCALAR.

- [DINOv2 Score](<https://www.sota2.com/research/sota/semantic-image-transmission-on-imagenet-256x256-rayleigh-fading-snr-5db-2012-test.md?metric=DINOv2%20Score>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/semantic-image-transmission-on-imagenet-256x256-rayleigh-fading-snr-5db-2012-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| DiT-JSCC | 0.143 | Not recorded | 695de86c53fdd5c361743b3f |
| SwinJSCC | 0.239 | Not recorded | 695de86c53fdd5c361743b3f |
| VTM + LDPC | 0.321 | Not recorded | 695de86c53fdd5c361743b3f |
| BPG + LDPC | 0.351 | Not recorded | 695de86c53fdd5c361743b3f |

### DiT-JSCC

LPIPS: 0.143. Result ID: 699a24035698665ec4a92826.

[Reporting paper](<https://www.sota2.com/research/paper/695de86c53fdd5c361743b3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695de86c53fdd5c361743b3f.md>)

Recorded evaluation configuration: {"CBR":"1/48","Channel":"Rayleigh fading","SNR":"5dB"}. This record does not assert independent reproduction.

### SwinJSCC

LPIPS: 0.239. Result ID: 699a24035698665ec4a92825.

[Reporting paper](<https://www.sota2.com/research/paper/695de86c53fdd5c361743b3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa801b1e209131cea9bfaf.md>)

Recorded evaluation configuration: {"Training SNR":"7dB","CBR":"1/48","Channel":"Rayleigh fading","SNR":"5dB"}. This record does not assert independent reproduction.

### VTM + LDPC

LPIPS: 0.321. Result ID: 699a24035698665ec4a92824.

[Reporting paper](<https://www.sota2.com/research/paper/695de86c53fdd5c361743b3f.md>)

Recorded evaluation configuration: {"CBR":"1/48","Channel":"Rayleigh fading","SNR":"5dB"}. This record does not assert independent reproduction.

### BPG + LDPC

LPIPS: 0.351. Result ID: 699a24035698665ec4a92823.

[Reporting paper](<https://www.sota2.com/research/paper/695de86c53fdd5c361743b3f.md>)

Recorded evaluation configuration: {"CBR":"1/48","Channel":"Rayleigh fading","SNR":"5dB"}. This record does not assert independent reproduction.

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