# Laparoscopic Liver Landmark Detection on L3D-2K Source: [Laparoscopic Liver Landmark Detection on L3D-2K]() Collection index: [llms.txt]() Data updated: 2026-05-27T08:41:59.169Z Evaluation of landmark detection performance for laparoscopic liver procedures using the L3D-2K dataset, reporting metrics like DSC, IoU, and ASSD. 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 | Laparoscopic Liver Landmark Detection | | Dataset (including any stated split) | L3D-2K | | Metric | DSC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [DSC](): Higher is better; unit: SCALAR. - [IoU](): Higher is better; unit: SCALAR. - [ASSD](): Lower is better; unit: SCALAR. ## Recorded results | Method | DSC | Result date | Report paper | | --- | --- | --- | --- | | A2ONet | 0.5351 | Not recorded | 6a167a7bdbd7150506f7fee8 | | D2GPLand+ | 0.5166 | Not recorded | 6a167a7bdbd7150506f7fee8 | | D2GPLand | 0.4931 | Not recorded | 6a167a7bdbd7150506f7fee8 | | SAMed | 0.4372 | Not recorded | 6a167a7bdbd7150506f7fee8 | | DeepLabV3+ | 0.4155 | Not recorded | 6a167a7bdbd7150506f7fee8 | | nnU-Net | 0.4125 | Not recorded | 6a167a7bdbd7150506f7fee8 | | HRNet | 0.4119 | Not recorded | 6a167a7bdbd7150506f7fee8 | | Double Res-UNet | 0.4053 | Not recorded | 6a167a7bdbd7150506f7fee8 | | AutoSAM | 0.4047 | Not recorded | 6a167a7bdbd7150506f7fee8 | | Res-UNet | 0.4039 | Not recorded | 6a167a7bdbd7150506f7fee8 | | CaseNet | 0.4023 | Not recorded | 6a167a7bdbd7150506f7fee8 | | SAM-LST | 0.3943 | Not recorded | 6a167a7bdbd7150506f7fee8 | | SAM-Adapter | 0.392 | Not recorded | 6a167a7bdbd7150506f7fee8 | | UNet++ | 0.387 | Not recorded | 6a167a7bdbd7150506f7fee8 | | TransUNet | 0.3754 | Not recorded | 6a167a7bdbd7150506f7fee8 | | COSNet | 0.3735 | Not recorded | 6a167a7bdbd7150506f7fee8 | | U-Net | 0.3517 | Not recorded | 6a167a7bdbd7150506f7fee8 | ### A2ONet DSC: 0.5351. Result ID: 6a16ae4ffbc373592c0fe5f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D2GPLand+ DSC: 0.5166. Result ID: 6a16ae4ffbc373592c0fe5f0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D2GPLand DSC: 0.4931. Result ID: 6a16ae4ffbc373592c0fe5ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAMed DSC: 0.4372. Result ID: 6a16ae4ffbc373592c0fe5eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepLabV3+ DSC: 0.4155. Result ID: 6a16ae4ffbc373592c0fe5e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### nnU-Net DSC: 0.4125. Result ID: 6a16ae4ffbc373592c0fe5e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HRNet DSC: 0.4119. Result ID: 6a16ae4ffbc373592c0fe5e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Double Res-UNet DSC: 0.4053. Result ID: 6a16ae4ffbc373592c0fe5ee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoSAM DSC: 0.4047. Result ID: 6a16ae4ffbc373592c0fe5ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Res-UNet DSC: 0.4039. Result ID: 6a16ae4ffbc373592c0fe5e3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CaseNet DSC: 0.4023. Result ID: 6a16ae4ffbc373592c0fe5e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM-LST DSC: 0.3943. Result ID: 6a16ae4ffbc373592c0fe5ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM-Adapter DSC: 0.392. Result ID: 6a16ae4ffbc373592c0fe5ea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNet++ DSC: 0.387. Result ID: 6a16ae4ffbc373592c0fe5e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransUNet DSC: 0.3754. Result ID: 6a16ae4ffbc373592c0fe5e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COSNet DSC: 0.3735. Result ID: 6a16ae4ffbc373592c0fe5e2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U-Net DSC: 0.3517. Result ID: 6a16ae4ffbc373592c0fe5e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.