# Stroke-Level Sketch Edit on DS1 QuickDraw (test)

Source: [Stroke-Level Sketch Edit on DS1 QuickDraw (test)](<https://www.sota2.com/research/sota/stroke-level-sketch-edit-on-ds1-quickdraw-test>)

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

Data updated: 2026-02-26T06:01:45.267Z

Evaluation of stroke-level sketch editing performance on the test split of the DS1 QuickDraw dataset, measured using Reconstruction (Rec), FID, LPIPS, and CLIP-S scores.

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 | stroke-level sketch edit |
| Dataset (including any stated split) | DS1 QuickDraw (test) |
| Metric | Reconstruction |
| 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

- [Reconstruction](<https://www.sota2.com/research/sota/stroke-level-sketch-edit-on-ds1-quickdraw-test.md?metric=Reconstruction>): Higher is better; unit: PERCENT.

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

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

- [CLIP Score](<https://www.sota2.com/research/sota/stroke-level-sketch-edit-on-ds1-quickdraw-test.md?metric=CLIP%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Reconstruction | Result date | Report paper |
| --- | --- | --- | --- |
| SketchMod | 71.51 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| Lmser-pix2seq | 65.37 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| SketchEdit | 64.92 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| DC-gra2seq | 63.63 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| SketchEdit+ | 63.35 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| RPCL-pix2seqH | 60.25 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| SP-gra2seq | 59.9 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| SketchHealer | 56.04 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| RPCL-pix2seq | 53.03 | Not recorded | 698180ffa8b01e76cc8e21e3 |
| Sketch-HARP | 49.25 | Not recorded | 698180ffa8b01e76cc8e21e3 |

### SketchMod

Reconstruction: 71.51. Result ID: 69976bfd5698665ec4bfb318.

[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

Reconstruction: 65.37. Result ID: 69976bfd5698665ec4bfb312.

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

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

### SketchEdit

Reconstruction: 64.92. Result ID: 69976bfd5698665ec4bfb315.

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

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

### DC-gra2seq

Reconstruction: 63.63. Result ID: 69976bfd5698665ec4bfb314.

[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.

### SketchEdit+

Reconstruction: 63.35. Result ID: 69976bfd5698665ec4bfb316.

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

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

Recorded evaluation configuration: {"module":"diffusion based","attribute\_prediction":"scale, orientation and position"}. This record does not assert independent reproduction.

### RPCL-pix2seqH

Reconstruction: 60.25. Result ID: 69976bfd5698665ec4bfb310.

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

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

### SP-gra2seq

Reconstruction: 59.9. Result ID: 69976bfd5698665ec4bfb313.

[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.

### SketchHealer

Reconstruction: 56.04. Result ID: 69976bfd5698665ec4bfb311.

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

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

### RPCL-pix2seq

Reconstruction: 53.03. Result ID: 69976bfd5698665ec4bfb30f.

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

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

### Sketch-HARP

Reconstruction: 49.25. Result ID: 69976bfd5698665ec4bfb317.

[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.

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