# Layer Segmentation on Retinal OCT (test) Source: [Layer Segmentation on Retinal OCT (test)]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:25:01.291Z Evaluation of layer segmentation performance on the test split of the Retinal OCT dataset, measured by boundary error metrics such as RMSE. 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 | Layer Segmentation | | Dataset (including any stated split) | Retinal OCT (test) | | Metric | RMSE (µm) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 29 of 29 | | 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 - [RMSE (µm)](): Lower is better; unit: SCALAR. - [Standard Deviation](): Lower is better; unit: SCALAR. - [ILM RMSE](): Lower is better; unit: SCALAR. - [RNFL-GCL RMSE](): Lower is better; unit: SCALAR. - [IPL-INL RMSE](): Lower is better; unit: SCALAR. - [OPL-ONL RMSE](): Lower is better; unit: SCALAR. - [ONL-IS RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | RMSE (µm) | Result date | Report paper | | --- | --- | --- | --- | | 2.5D segmentation framework | 2.48 | Not recorded | 69c4bdb50636e5bf4afc7757 | | FCRN | 2.64 | Not recorded | 69c4bdb50636e5bf4afc7757 | | Basic UNet | 2.67 | Not recorded | 69c4bdb50636e5bf4afc7757 | | ReLayNet | 2.69 | Not recorded | 69c4bdb50636e5bf4afc7757 | | Graph | 4.99 | Not recorded | 69c4bdb50636e5bf4afc7757 | | SD-LayerNet | 5.79 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 5.82 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 6.38 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 6.55 | Not recorded | 68fa6dba1e209131cea3b9c5 | | He et al. + Lself | 6.86 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 6.95 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 7.04 | Not recorded | 68fa6dba1e209131cea3b9c5 | | He et al. | 7.06 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 7.11 | Not recorded | 68fa6dba1e209131cea3b9c5 | | He et al. + Lself | 7.38 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 7.41 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 7.57 | Not recorded | 68fa6dba1e209131cea3b9c5 | | He et al. | 7.6 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 8.12 | Not recorded | 68fa6dba1e209131cea3b9c5 | | He et al. + Lself | 8.63 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 8.64 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-Net | 9.44 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-Net | 9.77 | Not recorded | 68fa6dba1e209131cea3b9c5 | | He et al. | 10.16 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-LayerNet | 10.28 | Not recorded | 68fa6dba1e209131cea3b9c5 | | He et al. + Lself | 10.35 | Not recorded | 68fa6dba1e209131cea3b9c5 | | He et al. | 10.48 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-Net | 11.76 | Not recorded | 68fa6dba1e209131cea3b9c5 | | SD-Net | 14.1 | Not recorded | 68fa6dba1e209131cea3b9c5 | ### 2.5D segmentation framework RMSE (µm): 2.48. Result ID: 69c541a047f34ce924af22a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FCRN RMSE (µm): 2.64. Result ID: 69c541a047f34ce924af22a4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Basic UNet RMSE (µm): 2.67. Result ID: 69c541a047f34ce924af22a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReLayNet RMSE (µm): 2.69. Result ID: 69c541a047f34ce924af22a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Graph RMSE (µm): 4.99. Result ID: 69c541a047f34ce924af22a1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 5.79. Result ID: 698fe1cd3a6c314849fc8977. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"100%","Variant":"without Lself"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 5.82. Result ID: 698fe1cd3a6c314849fc897b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"100%","Variant":"Full"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 6.38. Result ID: 698fe1cd3a6c314849fc897a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"50%","Variant":"Full"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 6.55. Result ID: 698fe1cd3a6c314849fc8976. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"50%","Variant":"without Lself"}. This record does not assert independent reproduction. ### He et al. + Lself RMSE (µm): 6.86. Result ID: 698fe1cd3a6c314849fc896f. [Reporting paper]() Recorded evaluation configuration: {"Subset size":"100%"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 6.95. Result ID: 698fe1cd3a6c314849fc8979. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"25%","Variant":"Full"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 7.04. Result ID: 698fe1cd3a6c314849fc8975. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"25%","Variant":"without Lself"}. This record does not assert independent reproduction. ### He et al. RMSE (µm): 7.06. Result ID: 698fe1cd3a6c314849fc896b. [Reporting paper]() Recorded evaluation configuration: {"Subset size":"100%"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 7.11. Result ID: 698fe1cd3a6c314849fc8973. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"100%","Variant":"without conv-t"}. This record does not assert independent reproduction. ### He et al. + Lself RMSE (µm): 7.38. Result ID: 698fe1cd3a6c314849fc896e. [Reporting paper]() Recorded evaluation configuration: {"Subset size":"50%"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 7.41. Result ID: 698fe1cd3a6c314849fc8972. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"50%","Variant":"without conv-t"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 7.57. Result ID: 698fe1cd3a6c314849fc8978. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"15%","Variant":"Full"}. This record does not assert independent reproduction. ### He et al. RMSE (µm): 7.6. Result ID: 698fe1cd3a6c314849fc896a. [Reporting paper]() Recorded evaluation configuration: {"Subset size":"50%"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 8.12. Result ID: 698fe1cd3a6c314849fc8974. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"15%","Variant":"without Lself"}. This record does not assert independent reproduction. ### He et al. + Lself RMSE (µm): 8.63. Result ID: 698fe1cd3a6c314849fc896d. [Reporting paper]() Recorded evaluation configuration: {"Subset size":"25%"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 8.64. Result ID: 698fe1cd3a6c314849fc8971. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"25%","Variant":"without conv-t"}. This record does not assert independent reproduction. ### SD-Net RMSE (µm): 9.44. Result ID: 698fe1cd3a6c314849fc8967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset size":"100%"}. This record does not assert independent reproduction. ### SD-Net RMSE (µm): 9.77. Result ID: 698fe1cd3a6c314849fc8966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset size":"50%"}. This record does not assert independent reproduction. ### He et al. RMSE (µm): 10.16. Result ID: 698fe1cd3a6c314849fc8969. [Reporting paper]() Recorded evaluation configuration: {"Subset size":"25%"}. This record does not assert independent reproduction. ### SD-LayerNet RMSE (µm): 10.28. Result ID: 698fe1cd3a6c314849fc8970. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subset size":"15%","Variant":"without conv-t"}. This record does not assert independent reproduction. ### He et al. + Lself RMSE (µm): 10.35. Result ID: 698fe1cd3a6c314849fc896c. [Reporting paper]() Recorded evaluation configuration: {"Subset size":"15%"}. This record does not assert independent reproduction. ### He et al. RMSE (µm): 10.48. Result ID: 698fe1cd3a6c314849fc8968. [Reporting paper]() Recorded evaluation configuration: {"Subset size":"15%"}. This record does not assert independent reproduction. ### SD-Net RMSE (µm): 11.76. Result ID: 698fe1cd3a6c314849fc8965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset size":"25%"}. This record does not assert independent reproduction. ### SD-Net RMSE (µm): 14.1. Result ID: 698fe1cd3a6c314849fc8964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subset size":"15%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.