# Sketch Reconstruction on DS1

Source: [Sketch Reconstruction on DS1](<https://www.sota2.com/research/sota/sketch-reconstruction-on-ds1>)

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

Data updated: 2026-02-26T06:01:10.585Z

Evaluation of Sketch Reconstruction models on the DS1 dataset, reporting perceptual and reconstruction quality metrics such as Rec, FID, LPIPS, and CLIP-S.

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 | Sketch Reconstruction |
| Dataset (including any stated split) | DS1 |
| Metric | Rec |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Rec](<https://www.sota2.com/research/sota/sketch-reconstruction-on-ds1.md?metric=Rec>): Higher is better; unit: PERCENT.

- [FID](<https://www.sota2.com/research/sota/sketch-reconstruction-on-ds1.md?metric=FID>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/sketch-reconstruction-on-ds1.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [CLIP-S](<https://www.sota2.com/research/sota/sketch-reconstruction-on-ds1.md?metric=CLIP-S>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Rec | Result date | Report paper |
| --- | --- | --- | --- |
| SketchMod | 90.97 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| Lmser-pix2seq | 90.5 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| DC-gra2seq | 90.41 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| Sketch-HARP | 89.9 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| SP-gra2seq | 89.83 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| RPCL-pix2seqH | 87.82 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| SketchEdit | 87.09 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| SketchHealer | 87.03 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| SketchEdit+ | 86.16 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| RPCL-pix2seq | 81.8 | Not recorded | 698180ffa8b01e76cc8e21e3 |

### SketchMod

Rec: 90.97. Result ID: 69976bfd5698665ec4bfb304.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

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

### Lmser-pix2seq

Rec: 90.5. Result ID: 69976bfd5698665ec4bfb2fe.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

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

### DC-gra2seq

Rec: 90.41. Result ID: 69976bfd5698665ec4bfb300.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78841e209131cea78cab.md>)

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

### Sketch-HARP

Rec: 89.9. Result ID: 69976bfd5698665ec4bfb303.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691414742828b7cc6937e999.md>)

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

### SP-gra2seq

Rec: 89.83. Result ID: 69976bfd5698665ec4bfb2ff.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e221e209131cea3e075.md>)

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

### RPCL-pix2seqH

Rec: 87.82. Result ID: 69976bfd5698665ec4bfb2fc.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

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

### SketchEdit

Rec: 87.09. Result ID: 69976bfd5698665ec4bfb301.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

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

### SketchHealer

Rec: 87.03. Result ID: 69976bfd5698665ec4bfb2fd.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

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

### SketchEdit+

Rec: 86.16. Result ID: 69976bfd5698665ec4bfb302.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

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

### RPCL-pix2seq

Rec: 81.8. Result ID: 69976bfd5698665ec4bfb2fb.

[Reporting paper](<https://www.sota2.com/research/paper/698180ffa8b01e76cc8e21e3.md>)

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

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