# Medical Image Segmentation on ACDC Strong Base Nseg=5 Source: [Medical Image Segmentation on ACDC Strong Base Nseg=5]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:23.306Z Evaluation of Medical Image Segmentation performance on the ACDC dataset using the Strong Base Nseg=5 configuration, reporting IoU and TailAvg metrics. 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 | Medical Image Segmentation | | Dataset (including any stated split) | ACDC Strong Base Nseg=5 | | Metric | IoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [IoU](): Higher is better; unit: PERCENT. - [TailAvg](): Higher is better; unit: SCALAR. ## Recorded results | Method | IoU | Result date | Report paper | | --- | --- | --- | --- | | RN-DPO | 77.3 | Not recorded | 69802fdda8b01e76cc8e185c | | RN-DPO | 75.3 | Not recorded | 69802fdda8b01e76cc8e185c | | RN-DPO (rand.) | 75.1 | Not recorded | 69802fdda8b01e76cc8e185c | | IPO | 75 | Not recorded | 69802fdda8b01e76cc8e185c | | Top-1 Pseudolabeling | 74.8 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO | 74.8 | Not recorded | 69802fdda8b01e76cc8e185c | | rDPO | 74.6 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO | 74.1 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO (rand.) | 73.2 | Not recorded | 69802fdda8b01e76cc8e185c | | RN-DPO | 72.7 | Not recorded | 69802fdda8b01e76cc8e185c | | RN-DPO (rand.) | 72.2 | Not recorded | 69802fdda8b01e76cc8e185c | | Select-best | 72.2 | Not recorded | 69802fdda8b01e76cc8e185c | | Select-best | 70.9 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO (rand.) | 70.7 | Not recorded | 69802fdda8b01e76cc8e185c | | IPO | 70.2 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO | 70.1 | Not recorded | 69802fdda8b01e76cc8e185c | | Top-1 Pseudolabeling | 69.9 | Not recorded | 69802fdda8b01e76cc8e185c | | rDPO | 69.9 | Not recorded | 69802fdda8b01e76cc8e185c | | Supervised baseline | 67.6 | Not recorded | 69802fdda8b01e76cc8e185c | ### RN-DPO IoU: 77.3. Result ID: 69976eb65698665ec4c28ed4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT oracle","NQC":null}. This record does not assert independent reproduction. ### RN-DPO IoU: 75.3. Result ID: 69976eb65698665ec4c28ed1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### RN-DPO (rand.) IoU: 75.1. Result ID: 69976eb65698665ec4c28ed2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### IPO IoU: 75. Result ID: 69976eb65698665ec4c28ecf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### Top-1 Pseudolabeling IoU: 74.8. Result ID: 69976eb65698665ec4c28ecc. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### DPO IoU: 74.8. Result ID: 69976eb65698665ec4c28ed3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT oracle","NQC":null}. This record does not assert independent reproduction. ### rDPO IoU: 74.6. Result ID: 69976eb65698665ec4c28ed0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### DPO IoU: 74.1. Result ID: 69976eb65698665ec4c28ecd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### DPO (rand.) IoU: 73.2. Result ID: 69976eb65698665ec4c28ece. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### RN-DPO IoU: 72.7. Result ID: 69976eb65698665ec4c28ec9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### RN-DPO (rand.) IoU: 72.2. Result ID: 69976eb65698665ec4c28eca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### Select-best IoU: 72.2. Result ID: 69976eb65698665ec4c28ecb. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### Select-best IoU: 70.9. Result ID: 69976eb65698665ec4c28ec3. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### DPO (rand.) IoU: 70.7. Result ID: 69976eb65698665ec4c28ec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### IPO IoU: 70.2. Result ID: 69976eb65698665ec4c28ec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### DPO IoU: 70.1. Result ID: 69976eb65698665ec4c28ec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### Top-1 Pseudolabeling IoU: 69.9. Result ID: 69976eb65698665ec4c28ec4. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### rDPO IoU: 69.9. Result ID: 69976eb65698665ec4c28ec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### Supervised baseline IoU: 67.6. Result ID: 69976eb65698665ec4c28ec2. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Supervised baseline","NQC":null}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.