# Medical Image Segmentation on ACDC Weak Base Nseg=3 Source: [Medical Image Segmentation on ACDC Weak Base Nseg=3]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:23.288Z Evaluation of Medical Image Segmentation performance on the ACDC dataset under the Weak Base Nseg=3 configuration, reporting IoU and TailAvg. 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 Weak Base Nseg=3 | | Metric | IoU | | Unit | SCALAR | | 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: SCALAR. - [TailAvg](): Higher is better; unit: SCALAR. ## Recorded results | Method | IoU | Result date | Report paper | | --- | --- | --- | --- | | RN-DPO | 0.753 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO | 0.728 | Not recorded | 69802fdda8b01e76cc8e185c | | rDPO | 0.718 | Not recorded | 69802fdda8b01e76cc8e185c | | RN-DPO (rand.) | 0.717 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO | 0.716 | Not recorded | 69802fdda8b01e76cc8e185c | | RN-DPO | 0.716 | Not recorded | 69802fdda8b01e76cc8e185c | | IPO | 0.715 | Not recorded | 69802fdda8b01e76cc8e185c | | Top-1 Pseudolabeling | 0.708 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO (rand.) | 0.704 | Not recorded | 69802fdda8b01e76cc8e185c | | RN-DPO (rand.) | 0.637 | Not recorded | 69802fdda8b01e76cc8e185c | | RN-DPO | 0.633 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO (rand.) | 0.624 | Not recorded | 69802fdda8b01e76cc8e185c | | Select-best | 0.624 | Not recorded | 69802fdda8b01e76cc8e185c | | Top-1 Pseudolabeling | 0.619 | Not recorded | 69802fdda8b01e76cc8e185c | | IPO | 0.605 | Not recorded | 69802fdda8b01e76cc8e185c | | DPO | 0.601 | Not recorded | 69802fdda8b01e76cc8e185c | | Select-best | 0.599 | Not recorded | 69802fdda8b01e76cc8e185c | | rDPO | 0.596 | Not recorded | 69802fdda8b01e76cc8e185c | | Supervised baseline | 0.573 | Not recorded | 69802fdda8b01e76cc8e185c | ### RN-DPO IoU: 0.753. Result ID: 69976eb65698665ec4c28ec1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT oracle","NQC":null}. This record does not assert independent reproduction. ### DPO IoU: 0.728. Result ID: 69976eb65698665ec4c28ec0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"GT oracle","NQC":null}. This record does not assert independent reproduction. ### rDPO IoU: 0.718. Result ID: 69976eb65698665ec4c28ebd. [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: 0.717. Result ID: 69976eb65698665ec4c28ebf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### DPO IoU: 0.716. Result ID: 69976eb65698665ec4c28eba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### RN-DPO IoU: 0.716. Result ID: 69976eb65698665ec4c28ebe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### IPO IoU: 0.715. Result ID: 69976eb65698665ec4c28ebc. [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: 0.708. Result ID: 69976eb65698665ec4c28eb9. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### DPO (rand.) IoU: 0.704. Result ID: 69976eb65698665ec4c28ebb. [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: 0.637. Result ID: 69976eb65698665ec4c28eb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### RN-DPO IoU: 0.633. Result ID: 69976eb65698665ec4c28eb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### DPO (rand.) IoU: 0.624. Result ID: 69976eb65698665ec4c28eb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### Select-best IoU: 0.624. Result ID: 69976eb65698665ec4c28eb8. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Strong judge","NQC":"66/124"}. This record does not assert independent reproduction. ### Top-1 Pseudolabeling IoU: 0.619. Result ID: 69976eb65698665ec4c28eb1. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### IPO IoU: 0.605. Result ID: 69976eb65698665ec4c28eb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### DPO IoU: 0.601. Result ID: 69976eb65698665ec4c28eb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### Select-best IoU: 0.599. Result ID: 69976eb65698665ec4c28eb0. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### rDPO IoU: 0.596. Result ID: 69976eb65698665ec4c28eb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regime":"Weak judge","NQC":"32/46"}. This record does not assert independent reproduction. ### Supervised baseline IoU: 0.573. Result ID: 69976eb65698665ec4c28eaf. [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.