# Lung Segmentation on PadChest (five-fold cross-validation) Source: [Lung Segmentation on PadChest (five-fold cross-validation)]() Collection index: [llms.txt]() Data updated: 2026-03-19T08:05:00.452Z Evaluation of Lung Segmentation performance on the PadChest dataset using a five-fold cross-validation strategy, measured using Dice Similarity Coefficients (DSC), Hausdorff Distance (HD95), and Average Surface Distance (ASD). 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 | Lung segmentation | | Dataset (including any stated split) | PadChest (five-fold cross-validation) | | Metric | DSC (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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: PERCENT. - [DSC (NF) (%)](): Higher is better; unit: PERCENT. - [DSC (PE) (%)](): Higher is better; unit: PERCENT. - [HD95](): Lower is better; unit: SCALAR. - [ASD](): Lower is better; unit: SCALAR. ## Recorded results | Method | DSC (%) | Result date | Report paper | | --- | --- | --- | --- | | S-MVD-CL | 93.93 | Not recorded | 69bb82ee0636e5bf4afc18c6 | | CheXMask | 93.65 | Not recorded | 69bb82ee0636e5bf4afc18c6 | | S-DVD-CL | 93.15 | Not recorded | 69bb82ee0636e5bf4afc18c6 | | SSDCL | 92.91 | Not recorded | 69bb82ee0636e5bf4afc18c6 | | DVD-CL | 92.76 | Not recorded | 69bb82ee0636e5bf4afc18c6 | | MVD-CL | 92.27 | Not recorded | 69bb82ee0636e5bf4afc18c6 | | VADeR | 92.26 | Not recorded | 69bb82ee0636e5bf4afc18c6 | | SimCLR | 90.9 | Not recorded | 69bb82ee0636e5bf4afc18c6 | | None | 87.05 | Not recorded | 69bb82ee0636e5bf4afc18c6 | ### S-MVD-CL DSC (%): 93.93. Result ID: 69bbae0e47f34ce924a55eb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Method":"S-MVD-CL","Supervision type":"Supervised","Fine-tuning evaluation protocol":"five-fold cross-validation"}. This record does not assert independent reproduction. ### CheXMask DSC (%): 93.65. Result ID: 69bbae0e47f34ce924a55ead. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Method":"CheXMask","Supervision type":"Supervised","Fine-tuning evaluation protocol":"five-fold cross-validation"}. This record does not assert independent reproduction. ### S-DVD-CL DSC (%): 93.15. Result ID: 69bbae0e47f34ce924a55eaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Method":"S-DVD-CL","Supervision type":"Supervised","Fine-tuning evaluation protocol":"five-fold cross-validation"}. This record does not assert independent reproduction. ### SSDCL DSC (%): 92.91. Result ID: 69bbae0e47f34ce924a55eae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Method":"SSDCL","Supervision type":"Supervised","Fine-tuning evaluation protocol":"five-fold cross-validation"}. This record does not assert independent reproduction. ### DVD-CL DSC (%): 92.76. Result ID: 69bbae0e47f34ce924a55eab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Method":"DVD-CL","Supervision type":"Unsupervised","Fine-tuning evaluation protocol":"five-fold cross-validation"}. This record does not assert independent reproduction. ### MVD-CL DSC (%): 92.27. Result ID: 69bbae0e47f34ce924a55eac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Method":"MVD-CL","Supervision type":"Unsupervised","Fine-tuning evaluation protocol":"five-fold cross-validation"}. This record does not assert independent reproduction. ### VADeR DSC (%): 92.26. Result ID: 69bbae0e47f34ce924a55eaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Method":"VADeR","Supervision type":"Unsupervised","Fine-tuning evaluation protocol":"five-fold cross-validation"}. This record does not assert independent reproduction. ### SimCLR DSC (%): 90.9. Result ID: 69bbae0e47f34ce924a55ea9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Method":"SimCLR","Supervision type":"Unsupervised","Fine-tuning evaluation protocol":"five-fold cross-validation"}. This record does not assert independent reproduction. ### None DSC (%): 87.05. Result ID: 69bbae0e47f34ce924a55ea8. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Method":"None","Supervision type":"Baseline","Fine-tuning evaluation protocol":"five-fold cross-validation"}. This record does not assert independent reproduction. Page 1 of 1. 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