# ECG segmentation on LUDB 1/16 labeled ratio N=84 Source: [ECG segmentation on LUDB 1/16 labeled ratio N=84]() Collection index: [llms.txt]() Data updated: 2026-05-18T08:08:04.399Z Evaluation of ECG segmentation performance on the LUDB dataset subset characterized by a 1/16 labeled ratio (N=84 total samples). 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 | ECG segmentation | | Dataset (including any stated split) | LUDB 1/16 labeled ratio N=84 | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | MT + CardioMix | 78.4 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | FixMatch + CardioMix | 76.8 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ReCo + CardioMix | 75.3 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | CPS + CardioMix | 75 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | MT + UPC | 74.9 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | CPS + AugSeg | 74.4 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ReCo + UPC | 74.3 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | CPS + CutMix | 74.1 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | CPS + UPC | 73.9 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | MT + CutMix | 73.8 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | MT + AugSeg | 73.8 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ST++ + CardioMix | 73.8 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | FixMatch + UPC | 73.6 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | MT | 73.4 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | FixMatch + CutMix | 73.4 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ST++ + UPC | 73.4 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ReCo + CutMix | 73.3 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ReCo + AugSeg | 73.3 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | FixMatch + AugSeg | 73.1 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ST++ + AugSeg | 72.9 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ST++ + CutMix | 72.3 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ReCo | 71.7 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | FixMatch | 71.6 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | ST++ | 71.6 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | CPS | 70.5 | Not recorded | 6a0a9ce1dbc836b87d82b25e | | Scratch | 65.6 | Not recorded | 6a0a9ce1dbc836b87d82b25e | ### MT + CardioMix mIoU: 78.4. Result ID: 6a0ac80947f34ce924f0bbbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base algorithm":"Mean Teacher (MT)","Fusion strategy":"CardioMix"}. This record does not assert independent reproduction. ### FixMatch + CardioMix mIoU: 76.8. Result ID: 6a0ac80947f34ce924f0bbc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base algorithm":"FixMatch","Fusion strategy":"CardioMix"}. This record does not assert independent reproduction. ### ReCo + CardioMix mIoU: 75.3. Result ID: 6a0ac80947f34ce924f0bbcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base algorithm":"ReCo","Fusion strategy":"CardioMix"}. This record does not assert independent reproduction. ### CPS + CardioMix mIoU: 75. Result ID: 6a0ac80947f34ce924f0bbc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base algorithm":"CPS","Fusion strategy":"CardioMix"}. This record does not assert independent reproduction. ### MT + UPC mIoU: 74.9. Result ID: 6a0ac80947f34ce924f0bbbc. [Reporting paper]() Recorded evaluation configuration: {"Base algorithm":"Mean Teacher (MT)","Fusion strategy":"UPC"}. This record does not assert independent reproduction. ### CPS + AugSeg mIoU: 74.4. Result ID: 6a0ac80947f34ce924f0bbc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"CPS","Fusion strategy":"AugSeg"}. This record does not assert independent reproduction. ### ReCo + UPC mIoU: 74.3. Result ID: 6a0ac80947f34ce924f0bbcb. [Reporting paper]() Recorded evaluation configuration: {"Base algorithm":"ReCo","Fusion strategy":"UPC"}. This record does not assert independent reproduction. ### CPS + CutMix mIoU: 74.1. Result ID: 6a0ac80947f34ce924f0bbc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"CPS","Fusion strategy":"CutMix"}. This record does not assert independent reproduction. ### CPS + UPC mIoU: 73.9. Result ID: 6a0ac80947f34ce924f0bbc6. [Reporting paper]() Recorded evaluation configuration: {"Base algorithm":"CPS","Fusion strategy":"UPC"}. This record does not assert independent reproduction. ### MT + CutMix mIoU: 73.8. Result ID: 6a0ac80947f34ce924f0bbba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"Mean Teacher (MT)","Fusion strategy":"CutMix"}. This record does not assert independent reproduction. ### MT + AugSeg mIoU: 73.8. Result ID: 6a0ac80947f34ce924f0bbbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"Mean Teacher (MT)","Fusion strategy":"AugSeg"}. This record does not assert independent reproduction. ### ST++ + CardioMix mIoU: 73.8. Result ID: 6a0ac80947f34ce924f0bbd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base algorithm":"ST++","Fusion strategy":"CardioMix"}. This record does not assert independent reproduction. ### FixMatch + UPC mIoU: 73.6. Result ID: 6a0ac80947f34ce924f0bbc1. [Reporting paper]() Recorded evaluation configuration: {"Base algorithm":"FixMatch","Fusion strategy":"UPC"}. This record does not assert independent reproduction. ### MT mIoU: 73.4. Result ID: 6a0ac80947f34ce924f0bbb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"Mean Teacher (MT)","Fusion strategy":"None"}. This record does not assert independent reproduction. ### FixMatch + CutMix mIoU: 73.4. Result ID: 6a0ac80947f34ce924f0bbbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"FixMatch","Fusion strategy":"CutMix"}. This record does not assert independent reproduction. ### ST++ + UPC mIoU: 73.4. Result ID: 6a0ac80947f34ce924f0bbd0. [Reporting paper]() Recorded evaluation configuration: {"Base algorithm":"ST++","Fusion strategy":"UPC"}. This record does not assert independent reproduction. ### ReCo + CutMix mIoU: 73.3. Result ID: 6a0ac80947f34ce924f0bbc9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"ReCo","Fusion strategy":"CutMix"}. This record does not assert independent reproduction. ### ReCo + AugSeg mIoU: 73.3. Result ID: 6a0ac80947f34ce924f0bbca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"ReCo","Fusion strategy":"AugSeg"}. This record does not assert independent reproduction. ### FixMatch + AugSeg mIoU: 73.1. Result ID: 6a0ac80947f34ce924f0bbc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"FixMatch","Fusion strategy":"AugSeg"}. This record does not assert independent reproduction. ### ST++ + AugSeg mIoU: 72.9. Result ID: 6a0ac80947f34ce924f0bbcf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"ST++","Fusion strategy":"AugSeg"}. This record does not assert independent reproduction. ### ST++ + CutMix mIoU: 72.3. Result ID: 6a0ac80947f34ce924f0bbce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"ST++","Fusion strategy":"CutMix"}. This record does not assert independent reproduction. ### ReCo mIoU: 71.7. Result ID: 6a0ac80947f34ce924f0bbc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"ReCo","Fusion strategy":"None"}. This record does not assert independent reproduction. ### FixMatch mIoU: 71.6. Result ID: 6a0ac80947f34ce924f0bbbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base algorithm":"FixMatch","Fusion strategy":"None"}. This record does not assert independent reproduction. ### ST++ mIoU: 71.6. Result ID: 6a0ac80947f34ce924f0bbcd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"ST++","Fusion strategy":"None"}. This record does not assert independent reproduction. ### CPS mIoU: 70.5. Result ID: 6a0ac80947f34ce924f0bbc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base algorithm":"CPS","Fusion strategy":"None"}. This record does not assert independent reproduction. ### Scratch mIoU: 65.6. Result ID: 6a0ac80947f34ce924f0bbb8. [Reporting paper]() Recorded evaluation configuration: {"Training":"Supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.