# Anatomy and Pathology Image Synthesis on ISLES (test) Source: [Anatomy and Pathology Image Synthesis on ISLES (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:59.253Z Evaluation of models performing Anatomy and Pathology Image Synthesis on the test split of the ISLES dataset, assessed using image quality metrics like L1, PSNR, and SSIM. 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 | Anatomy and Pathology Image Synthesis | | Dataset (including any stated split) | ISLES (test) | | Metric | L1 Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 - [L1 Loss](): Lower is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. ## Recorded results | Method | L1 Loss | Result date | Report paper | | --- | --- | --- | --- | | PEPSI (Proposed) | 0.016 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (No-Seg) | 0.018 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (Proposed) | 0.02 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (Dir-Seg) | 0.021 | Not recorded | 68fa72741e209131cea56710 | | Brain-ID | 0.021 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (SG-Pathol) | 0.022 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (No-Seg) | 0.022 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (Dir-Seg) | 0.022 | Not recorded | 68fa72741e209131cea56710 | | SynthSR | 0.023 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (SG-Anat) | 0.025 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (Proposed) | 0.026 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (No-Seg) | 0.032 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (Dir-Seg) | 0.036 | Not recorded | 68fa72741e209131cea56710 | | PEPSI (SG-Pathol) | 0.043 | Not recorded | 68fa72741e209131cea56710 | ### PEPSI (Proposed) L1 Loss: 0.016. Result ID: 69923a0f3a6c3148490d74d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet"}. This record does not assert independent reproduction. ### PEPSI (No-Seg) L1 Loss: 0.018. Result ID: 69923a0f3a6c3148490d74d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet","Supervision":"No direct supervision from gold-standard pathology segmentations"}. This record does not assert independent reproduction. ### PEPSI (Proposed) L1 Loss: 0.02. Result ID: 69923a0f3a6c3148490d74de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet"}. This record does not assert independent reproduction. ### PEPSI (Dir-Seg) L1 Loss: 0.021. Result ID: 69923a0f3a6c3148490d74d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet","Supervision":"Direct supervision from gold-standard pathology segmentations"}. This record does not assert independent reproduction. ### Brain-ID L1 Loss: 0.021. Result ID: 69923a0f3a6c3148490d74da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"3D UNet"}. This record does not assert independent reproduction. ### PEPSI (SG-Pathol) L1 Loss: 0.022. Result ID: 69923a0f3a6c3148490d74d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet","Guidance":"Single-guidance from FLAIR"}. This record does not assert independent reproduction. ### PEPSI (No-Seg) L1 Loss: 0.022. Result ID: 69923a0f3a6c3148490d74dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet","Supervision":"No direct supervision from gold-standard pathology segmentations"}. This record does not assert independent reproduction. ### PEPSI (Dir-Seg) L1 Loss: 0.022. Result ID: 69923a0f3a6c3148490d74dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet","Supervision":"Direct supervision from gold-standard pathology segmentations"}. This record does not assert independent reproduction. ### SynthSR L1 Loss: 0.023. Result ID: 69923a0f3a6c3148490d74d9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"3D UNet"}. This record does not assert independent reproduction. ### PEPSI (SG-Anat) L1 Loss: 0.025. Result ID: 69923a0f3a6c3148490d74db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet","Guidance":"Single-guidance from MR-RAGE"}. This record does not assert independent reproduction. ### PEPSI (Proposed) L1 Loss: 0.026. Result ID: 69923a0f3a6c3148490d74e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet"}. This record does not assert independent reproduction. ### PEPSI (No-Seg) L1 Loss: 0.032. Result ID: 69923a0f3a6c3148490d74e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet","Supervision":"No direct supervision from gold-standard pathology segmentations"}. This record does not assert independent reproduction. ### PEPSI (Dir-Seg) L1 Loss: 0.036. Result ID: 69923a0f3a6c3148490d74e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet","Supervision":"Direct supervision from gold-standard pathology segmentations"}. This record does not assert independent reproduction. ### PEPSI (SG-Pathol) L1 Loss: 0.043. Result ID: 69923a0f3a6c3148490d74df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"3D UNet","Guidance":"Single-guidance from FLAIR"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.