# Image Synthesis on Goodreads

Source: [Image Synthesis on Goodreads](<https://www.sota2.com/research/sota/image-synthesis-on-goodreads>)

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

Data updated: 2026-02-26T05:38:29.144Z

Evaluation of image synthesis models on the Goodreads dataset, measured using CLIP score and DINOv2 score.

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 | Image Synthesis |
| Dataset (including any stated split) | Goodreads |
| Metric | CLIP Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [CLIP Score](<https://www.sota2.com/research/sota/image-synthesis-on-goodreads.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

- [DINOv2 Score](<https://www.sota2.com/research/sota/image-synthesis-on-goodreads.md?metric=DINOv2%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CLIP Score | Result date | Report paper |
| --- | --- | --- | --- |
| INSTRUCTG2I | 50.37 | Not recorded | 68fa75251e209131cea66260 |
| InstructPix2Pix | 47.3 | Not recorded | 68fa75251e209131cea66260 |
| SD-1.5 FT | 45.81 | Not recorded | 68fa75251e209131cea66260 |
| ControlNet | 42.2 | Not recorded | 68fa75251e209131cea66260 |
| SD-1.5 | 42.16 | Not recorded | 68fa75251e209131cea66260 |

### INSTRUCTG2I

CLIP Score: 50.37. Result ID: 699376d33a6c314849162201.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75251e209131cea66260.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75251e209131cea66260.md>)

[Implementation](<https://github.com/PeterGriffinJin/InstructG2I>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### InstructPix2Pix

CLIP Score: 47.3. Result ID: 699376d33a6c3148491621ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75251e209131cea66260.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa43.md>)

[Implementation](<https://www.sota2.com/timothybrooks.com/instruct-pix2pix>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SD-1.5 FT

CLIP Score: 45.81. Result ID: 699376d33a6c3148491621fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75251e209131cea66260.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Fine-tuned":"true"}. This record does not assert independent reproduction.

### ControlNet

CLIP Score: 42.2. Result ID: 699376d33a6c314849162200.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75251e209131cea66260.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SD-1.5

CLIP Score: 42.16. Result ID: 699376d33a6c3148491621fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75251e209131cea66260.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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