# Hyperspectral Image Restoration on IH-10 1.0 (test) Source: [Hyperspectral Image Restoration on IH-10 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-14T09:46:01.236Z Evaluation of Hyperspectral Image Restoration performance on the IH-10 1.0 test split, measured using PSNR, SSIM, ERGAS, RMSE, and SAM. 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 | Hyperspectral Image Restoration | | Dataset (including any stated split) | IH-10 1.0 (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [SSIM](): Higher is better; unit: PERCENT. - [ERGAS](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. - [SAM](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | HAIR | 54.059 | Not recorded | 6a055729dbc836b87d828da2 | | HAIR | 54.0338 | Not recorded | 6a055729dbc836b87d828da2 | | DIP2d | 52.8063 | Not recorded | 6a055729dbc836b87d828da2 | | HAIR | 52.4372 | Not recorded | 6a055729dbc836b87d828da2 | | MST++ | 51.9315 | Not recorded | 6a055729dbc836b87d828da2 | | HAIR | 51.9019 | Not recorded | 6a055729dbc836b87d828da2 | | HAIR | 51.7969 | Not recorded | 6a055729dbc836b87d828da2 | | HAIR | 51.396 | Not recorded | 6a055729dbc836b87d828da2 | | HAIR | 51.3127 | Not recorded | 6a055729dbc836b87d828da2 | | HAIR | 51.2096 | Not recorded | 6a055729dbc836b87d828da2 | | HAIR | 50.7045 | Not recorded | 6a055729dbc836b87d828da2 | | FHyDe | 46.9948 | Not recorded | 6a055729dbc836b87d828da2 | | MST++ | 46.6157 | Not recorded | 6a055729dbc836b87d828da2 | | ReSSS | 45.7163 | Not recorded | 6a055729dbc836b87d828da2 | | NGMeet | 45.6458 | Not recorded | 6a055729dbc836b87d828da2 | | E3DTV | 44.9426 | Not recorded | 6a055729dbc836b87d828da2 | | LRTDTV | 44.7983 | Not recorded | 6a055729dbc836b87d828da2 | | SSRT | 43.5747 | Not recorded | 6a055729dbc836b87d828da2 | | SSTV | 39.5847 | Not recorded | 6a055729dbc836b87d828da2 | | ReSSS | 39.34 | Not recorded | 6a055729dbc836b87d828da2 | | SERT | 38.2065 | Not recorded | 6a055729dbc836b87d828da2 | | Noisy | 32.7398 | Not recorded | 6a055729dbc836b87d828da2 | | Noisy | 31.4776 | Not recorded | 6a055729dbc836b87d828da2 | | Noisy | 30.1137 | Not recorded | 6a055729dbc836b87d828da2 | | Noisy | 26.9715 | Not recorded | 6a055729dbc836b87d828da2 | | Noisy | 26.5609 | Not recorded | 6a055729dbc836b87d828da2 | | Noisy | 25.9727 | Not recorded | 6a055729dbc836b87d828da2 | | Noisy | 24.1413 | Not recorded | 6a055729dbc836b87d828da2 | | Noisy | 23.8964 | Not recorded | 6a055729dbc836b87d828da2 | | Noisy | 23.4978 | Not recorded | 6a055729dbc836b87d828da2 | ### HAIR PSNR: 54.059. Result ID: 6a0599cf47f34ce924ed0a38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### HAIR PSNR: 54.0338. Result ID: 6a0599cf47f34ce924ed0a3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.05"}. This record does not assert independent reproduction. ### DIP2d PSNR: 52.8063. Result ID: 6a0599cf47f34ce924ed0a33. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### HAIR PSNR: 52.4372. Result ID: 6a0599cf47f34ce924ed0a3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.1"}. This record does not assert independent reproduction. ### MST++ PSNR: 51.9315. Result ID: 6a0599cf47f34ce924ed0a34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### HAIR PSNR: 51.9019. Result ID: 6a0599cf47f34ce924ed0a3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.5","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### HAIR PSNR: 51.7969. Result ID: 6a0599cf47f34ce924ed0a40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.5","Stripe-density level (s-tilde)":"0.05"}. This record does not assert independent reproduction. ### HAIR PSNR: 51.396. Result ID: 6a0599cf47f34ce924ed0a42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.5","Stripe-density level (s-tilde)":"0.1"}. This record does not assert independent reproduction. ### HAIR PSNR: 51.3127. Result ID: 6a0599cf47f34ce924ed0a44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"1.0","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### HAIR PSNR: 51.2096. Result ID: 6a0599cf47f34ce924ed0a46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"1.0","Stripe-density level (s-tilde)":"0.05"}. This record does not assert independent reproduction. ### HAIR PSNR: 50.7045. Result ID: 6a0599cf47f34ce924ed0a4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"1.0","Stripe-density level (s-tilde)":"0.1"}. This record does not assert independent reproduction. ### FHyDe PSNR: 46.9948. Result ID: 6a0599cf47f34ce924ed0a32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### MST++ PSNR: 46.6157. Result ID: 6a0599cf47f34ce924ed0a48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"1.0","Stripe-density level (s-tilde)":"0.1"}. This record does not assert independent reproduction. ### ReSSS PSNR: 45.7163. Result ID: 6a0599cf47f34ce924ed0a35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### NGMeet PSNR: 45.6458. Result ID: 6a0599cf47f34ce924ed0a31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### E3DTV PSNR: 44.9426. Result ID: 6a0599cf47f34ce924ed0a30. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### LRTDTV PSNR: 44.7983. Result ID: 6a0599cf47f34ce924ed0a2f. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### SSRT PSNR: 43.5747. Result ID: 6a0599cf47f34ce924ed0a36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### SSTV PSNR: 39.5847. Result ID: 6a0599cf47f34ce924ed0a2e. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### ReSSS PSNR: 39.34. Result ID: 6a0599cf47f34ce924ed0a49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"1.0","Stripe-density level (s-tilde)":"0.1"}. This record does not assert independent reproduction. ### SERT PSNR: 38.2065. Result ID: 6a0599cf47f34ce924ed0a37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### Noisy PSNR: 32.7398. Result ID: 6a0599cf47f34ce924ed0a2d. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### Noisy PSNR: 31.4776. Result ID: 6a0599cf47f34ce924ed0a39. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.05"}. This record does not assert independent reproduction. ### Noisy PSNR: 30.1137. Result ID: 6a0599cf47f34ce924ed0a3b. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.1","Stripe-density level (s-tilde)":"0.1"}. This record does not assert independent reproduction. ### Noisy PSNR: 26.9715. Result ID: 6a0599cf47f34ce924ed0a3d. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.5","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### Noisy PSNR: 26.5609. Result ID: 6a0599cf47f34ce924ed0a3f. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.5","Stripe-density level (s-tilde)":"0.05"}. This record does not assert independent reproduction. ### Noisy PSNR: 25.9727. Result ID: 6a0599cf47f34ce924ed0a41. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"0.5","Stripe-density level (s-tilde)":"0.1"}. This record does not assert independent reproduction. ### Noisy PSNR: 24.1413. Result ID: 6a0599cf47f34ce924ed0a43. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"1.0","Stripe-density level (s-tilde)":"0.01"}. This record does not assert independent reproduction. ### Noisy PSNR: 23.8964. Result ID: 6a0599cf47f34ce924ed0a45. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"1.0","Stripe-density level (s-tilde)":"0.05"}. This record does not assert independent reproduction. ### Noisy PSNR: 23.4978. Result ID: 6a0599cf47f34ce924ed0a47. [Reporting paper]() Recorded evaluation configuration: {"Gaussian noise level (sigma^2)":"1.0","Stripe-density level (s-tilde)":"0.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.