# Multi-modal Image Synthesis (iUS + T2 inputs) on Brain Glioma Patients Source: [Multi-modal Image Synthesis (iUS + T2 inputs) on Brain Glioma Patients]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:49.679Z Evaluation of models performing multi-modal image synthesis using iUS and T2 inputs on the Brain Glioma Patients dataset. Metrics include PSNR, SSIM, and LPIPS calculated separately for the iUS and T2 components. 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 | Multi-modal Image Synthesis (iUS + T2 inputs) | | Dataset (including any stated split) | Brain Glioma Patients | | Metric | T2 PSNR (dB) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [T2 PSNR (dB)](): Higher is better; unit: SCALAR. - [iUS PSNR (dB)](): Higher is better; unit: SCALAR. - [iUS SSIM (%)](): Higher is better; unit: PERCENT. - [iUS LPIPS (%)](): Lower is better; unit: PERCENT. - [T2 SSIM (%)](): Higher is better; unit: PERCENT. - [T2 LPIPS (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | T2 PSNR (dB) | Result date | Report paper | | --- | --- | --- | --- | | MHVAE | 36.38 | Not recorded | 68fa70cf1e209131cea4d550 | | MHVAE | 34.35 | Not recorded | 68fa70cf1e209131cea4d550 | | MHVAE | 22.16 | Not recorded | 68fa70cf1e209131cea4d550 | | MHVAE | 22.12 | Not recorded | 68fa70cf1e209131cea4d550 | | MVAE | 21.7 | Not recorded | 68fa70cf1e209131cea4d550 | | ResViT | 21.7 | Not recorded | 68fa70cf1e209131cea4d550 | | Pix2Pix | 21.01 | Not recorded | 68fa70cf1e209131cea4d550 | | SPADE | 20.12 | Not recorded | 68fa70cf1e209131cea4d550 | ### MHVAE T2 PSNR (dB): 36.38. Result ID: 699149b23a6c314849070eed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Modalities":"iUS, T2","lambda\_GAN":0}. This record does not assert independent reproduction. ### MHVAE T2 PSNR (dB): 34.35. Result ID: 699149b23a6c314849070eee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Modalities":"iUS, T2","lambda\_GAN":1}. This record does not assert independent reproduction. ### MHVAE T2 PSNR (dB): 22.16. Result ID: 699149b23a6c314849070ef9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Modalities":"iUS","lambda\_GAN":0}. This record does not assert independent reproduction. ### MHVAE T2 PSNR (dB): 22.12. Result ID: 699149b23a6c314849070efa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Modalities":"iUS","lambda\_GAN":1}. This record does not assert independent reproduction. ### MVAE T2 PSNR (dB): 21.7. Result ID: 699149b23a6c314849070ef7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modalities":"iUS"}. This record does not assert independent reproduction. ### ResViT T2 PSNR (dB): 21.7. Result ID: 699149b23a6c314849070ef8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Modalities":"iUS"}. This record does not assert independent reproduction. ### Pix2Pix T2 PSNR (dB): 21.01. Result ID: 699149b23a6c314849070ef5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Modalities":"iUS","Task direction":"iUS to T2"}. This record does not assert independent reproduction. ### SPADE T2 PSNR (dB): 20.12. Result ID: 699149b23a6c314849070ef6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Modalities":"iUS","Task direction":"iUS to T2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.