# Image reconstruction from gradient supervision on camera (test) Source: [Image reconstruction from gradient supervision on camera (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T09:11:59.532Z Evaluation of image reconstruction models trained or supervised using gradient information, tested on the 'camera' dataset test split, primarily measured using Peak Signal-to-Noise Ratio (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 | Image reconstruction from gradient supervision | | Dataset (including any stated split) | camera (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | Hermite-NGP | 32.56 | Not recorded | 6a15293cdbd7150506f7e0e3 | | ∂∞-Grid | 32.47 | Not recorded | 6a15293cdbd7150506f7e0e3 | | SIREN | 32.47 | Not recorded | 6a15293cdbd7150506f7e0e3 | | Hermite-NGP | 32.35 | Not recorded | 6a15293cdbd7150506f7e0e3 | | ∂∞-Grid | 32.27 | Not recorded | 6a15293cdbd7150506f7e0e3 | | SIREN | 29.25 | Not recorded | 6a15293cdbd7150506f7e0e3 | ### Hermite-NGP PSNR: 32.56. Result ID: 6a1563d7fbc373592c0d0a78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"256×256"}. This record does not assert independent reproduction. ### ∂∞-Grid PSNR: 32.47. Result ID: 6a1563d7fbc373592c0d0a7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"256×256"}. This record does not assert independent reproduction. ### SIREN PSNR: 32.47. Result ID: 6a1563d7fbc373592c0d0a7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"256×256"}. This record does not assert independent reproduction. ### Hermite-NGP PSNR: 32.35. Result ID: 6a1563d7fbc373592c0d0a79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"512×512"}. This record does not assert independent reproduction. ### ∂∞-Grid PSNR: 32.27. Result ID: 6a1563d7fbc373592c0d0a7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"512×512"}. This record does not assert independent reproduction. ### SIREN PSNR: 29.25. Result ID: 6a1563d7fbc373592c0d0a7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"512×512"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.