# Sketch Reconstruction on DS2 Source: [Sketch Reconstruction on DS2]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:15:07.990Z Evaluation of models performing Sketch Reconstruction on the DS2 dataset, reporting 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) | DS2 | | Metric | Reconstruction Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 Score](): Higher is better; unit: PERCENT. - [FID](): Lower is better; unit: SCALAR. - [LPIPS](): Higher is better; unit: SCALAR. - [CLIP Score](): Higher is better; unit: PERCENT. - [Retrieval Rate @1](): Higher is better; unit: PERCENT. - [Retrieval Rate @10](): Higher is better; unit: PERCENT. - [Retrieval Rate @50](): Higher is better; unit: PERCENT. ## Recorded results | Method | Reconstruction Score | Result date | Report paper | | --- | --- | --- | --- | | SketchMod | 90.66 | Not recorded | 698180ffa8b01e76cc8e21e3 | | Sketch-HARP | 87.71 | Not recorded | 698180ffa8b01e76cc8e21e3 | | Sketch-HARP | 87.71 | Not recorded | 691414742828b7cc6937e999 | | SketchEdit | 87.16 | Not recorded | 698180ffa8b01e76cc8e21e3 | | SketchEdit+ | 86.62 | Not recorded | 698180ffa8b01e76cc8e21e3 | | DC-gra2seq | 85.67 | Not recorded | 698180ffa8b01e76cc8e21e3 | | DC-gra2seq | 85.67 | Not recorded | 691414742828b7cc6937e999 | | Lmser-pix2seq | 85.02 | Not recorded | 698180ffa8b01e76cc8e21e3 | | Lmser-pix2seq | 85.02 | Not recorded | 691414742828b7cc6937e999 | | RPCL-pix2seqH | 84.4 | Not recorded | 698180ffa8b01e76cc8e21e3 | | RPCL-pix2seqH | 84.4 | Not recorded | 691414742828b7cc6937e999 | | SP-gra2seq | 76.89 | Not recorded | 698180ffa8b01e76cc8e21e3 | | SP-gra2seq | 76.89 | Not recorded | 691414742828b7cc6937e999 | | RPCL-pix2seq | 74.94 | Not recorded | 698180ffa8b01e76cc8e21e3 | | RPCL-pix2seq | 74.94 | Not recorded | 691414742828b7cc6937e999 | | SketchHealer | 74.93 | Not recorded | 698180ffa8b01e76cc8e21e3 | | SketchHealer | 74.93 | Not recorded | 691414742828b7cc6937e999 | ### SketchMod Reconstruction Score: 90.66. Result ID: 69976bfd5698665ec4bfb30e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sketch-HARP Reconstruction Score: 87.71. Result ID: 69976bfd5698665ec4bfb30d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sketch-HARP Reconstruction Score: 87.71. Result ID: 69c112ab47f34ce924a914ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SketchEdit Reconstruction Score: 87.16. Result ID: 69976bfd5698665ec4bfb30b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SketchEdit+ Reconstruction Score: 86.62. Result ID: 69976bfd5698665ec4bfb30c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC-gra2seq Reconstruction Score: 85.67. Result ID: 69976bfd5698665ec4bfb30a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC-gra2seq Reconstruction Score: 85.67. Result ID: 69c112ab47f34ce924a914ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Lmser-pix2seq Reconstruction Score: 85.02. Result ID: 69976bfd5698665ec4bfb308. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Lmser-pix2seq Reconstruction Score: 85.02. Result ID: 69c112ab47f34ce924a914ea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RPCL-pix2seqH Reconstruction Score: 84.4. Result ID: 69976bfd5698665ec4bfb306. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RPCL-pix2seqH Reconstruction Score: 84.4. Result ID: 69c112ab47f34ce924a914e8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SP-gra2seq Reconstruction Score: 76.89. Result ID: 69976bfd5698665ec4bfb309. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SP-gra2seq Reconstruction Score: 76.89. Result ID: 69c112ab47f34ce924a914eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RPCL-pix2seq Reconstruction Score: 74.94. Result ID: 69976bfd5698665ec4bfb305. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RPCL-pix2seq Reconstruction Score: 74.94. Result ID: 69c112ab47f34ce924a914e7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SketchHealer Reconstruction Score: 74.93. Result ID: 69976bfd5698665ec4bfb307. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SketchHealer Reconstruction Score: 74.93. Result ID: 69c112ab47f34ce924a914e9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.