# Scattered-domain fitting on Scattered-domain blobs sampling 256x256, N=8,192 (test) Source: [Scattered-domain fitting on Scattered-domain blobs sampling 256x256, N=8,192 (test)]() Collection index: [llms.txt]() Data updated: 2026-07-08T07:14:34.521Z Evaluation of Scattered-domain fitting performance on the test split of the Scattered-domain blobs sampling dataset (256x256 resolution, N=8,192 samples), measured using PSNR and HF-PSNR. 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 | Scattered-domain fitting | | Dataset (including any stated split) | Scattered-domain blobs sampling 256x256, N=8,192 (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [PSNR](): Higher is better; unit: SCALAR. - [HF-PSNR](): Higher is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | griddata interp. | 23.11 | Not recorded | 6a4dd9b94da6617fe9198cae | | Sobolev (est. grad) | 23.02 | Not recorded | 6a4dd9b94da6617fe9198cae | | FFL (interp.) | 22.73 | Not recorded | 6a4dd9b94da6617fe9198cae | | Kac-Rice (est. grad) | 22.53 | Not recorded | 6a4dd9b94da6617fe9198cae | | SIREN + FFL (interp.) | 21.92 | Not recorded | 6a4dd9b94da6617fe9198cae | | griddata interp. | 21.84 | Not recorded | 6a4dd9b94da6617fe9198cae | | Sobolev (oracle grad) | 21.8 | Not recorded | 6a4dd9b94da6617fe9198cae | | FFL (interp.) | 21.62 | Not recorded | 6a4dd9b94da6617fe9198cae | | Sobolev (est. grad) | 21.59 | Not recorded | 6a4dd9b94da6617fe9198cae | | SIREN + Kac-Rice | 21.59 | Not recorded | 6a4dd9b94da6617fe9198cae | | SIREN + Sobolev (est. grad) | 21.5 | Not recorded | 6a4dd9b94da6617fe9198cae | | Kac-Rice (est. grad) | 21.14 | Not recorded | 6a4dd9b94da6617fe9198cae | | Kac-Rice (oracle grad) | 20.86 | Not recorded | 6a4dd9b94da6617fe9198cae | | MSE only | 20.18 | Not recorded | 6a4dd9b94da6617fe9198cae | | SIREN (MSE) | 20.1 | Not recorded | 6a4dd9b94da6617fe9198cae | | MSE only | 18.88 | Not recorded | 6a4dd9b94da6617fe9198cae | ### griddata interp. PSNR: 23.11. Result ID: 6a4df8ca60b88bb339d6e303. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Input reference"}. This record does not assert independent reproduction. ### Sobolev (est. grad) PSNR: 23.02. Result ID: 6a4df8ca60b88bb339d6e306. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PE-MLP","Loss":"MSE + Sobolev","Gradient":"Estimated"}. This record does not assert independent reproduction. ### FFL (interp.) PSNR: 22.73. Result ID: 6a4df8ca60b88bb339d6e305. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PE-MLP","Loss":"MSE + FFL"}. This record does not assert independent reproduction. ### Kac-Rice (est. grad) PSNR: 22.53. Result ID: 6a4df8ca60b88bb339d6e307. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PE-MLP","Loss":"MSE + Kac-Rice","Gradient":"Estimated"}. This record does not assert independent reproduction. ### SIREN + FFL (interp.) PSNR: 21.92. Result ID: 6a4df8ca60b88bb339d6e2fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SIREN","Loss":"MSE + FFL"}. This record does not assert independent reproduction. ### griddata interp. PSNR: 21.84. Result ID: 6a4df8ca60b88bb339d6e2f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Input reference"}. This record does not assert independent reproduction. ### Sobolev (oracle grad) PSNR: 21.8. Result ID: 6a4df8ca60b88bb339d6e2f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PE-MLP","Loss":"MSE + Sobolev","Gradient":"Oracle"}. This record does not assert independent reproduction. ### FFL (interp.) PSNR: 21.62. Result ID: 6a4df8ca60b88bb339d6e2f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"PE-MLP","Loss":"MSE + FFL"}. This record does not assert independent reproduction. ### Sobolev (est. grad) PSNR: 21.59. Result ID: 6a4df8ca60b88bb339d6e2f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PE-MLP","Loss":"MSE + Sobolev","Gradient":"Estimated"}. This record does not assert independent reproduction. ### SIREN + Kac-Rice PSNR: 21.59. Result ID: 6a4df8ca60b88bb339d6e2fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SIREN","Loss":"MSE + Kac-Rice"}. This record does not assert independent reproduction. ### SIREN + Sobolev (est. grad) PSNR: 21.5. Result ID: 6a4df8ca60b88bb339d6e2fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SIREN","Loss":"MSE + Sobolev","Gradient":"Estimated"}. This record does not assert independent reproduction. ### Kac-Rice (est. grad) PSNR: 21.14. Result ID: 6a4df8ca60b88bb339d6e2f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PE-MLP","Loss":"MSE + Kac-Rice","Gradient":"Estimated"}. This record does not assert independent reproduction. ### Kac-Rice (oracle grad) PSNR: 20.86. Result ID: 6a4df8ca60b88bb339d6e2f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PE-MLP","Loss":"MSE + Kac-Rice","Gradient":"Oracle"}. This record does not assert independent reproduction. ### MSE only PSNR: 20.18. Result ID: 6a4df8ca60b88bb339d6e304. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"PE-MLP"}. This record does not assert independent reproduction. ### SIREN (MSE) PSNR: 20.1. Result ID: 6a4df8ca60b88bb339d6e2fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SIREN","Loss":"MSE"}. This record does not assert independent reproduction. ### MSE only PSNR: 18.88. Result ID: 6a4df8ca60b88bb339d6e2f4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"PE-MLP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.