# Semantic Segmentation on CaDIS t3 1.0 (val)

Source: [Semantic Segmentation on CaDIS t3 1.0 (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-cadis-t3-1-0-val>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:10:47.587Z

Evaluation of Semantic Segmentation performance on the validation split (v1.0, Task 3) of the CaDIS dataset, typically reporting Mean IoU (mIoU).

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 | Semantic Segmentation |
| Dataset (including any stated split) | CaDIS t3 1.0 (val) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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](<https://www.sota2.com/research/sota/semantic-segmentation-on-cadis-t3-1-0-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| OCR | 79.4 | Not recorded | 68fa6a921e209131cea28fbb |
| DLv3+ | 77.44 | Not recorded | 68fa6a921e209131cea28fbb |
| UPN | 75.75 | Not recorded | 68fa6a921e209131cea28fbb |
| UPN | 74.2 | Not recorded | 68fa6a921e209131cea28fbb |
| HRNetv2 | 72.4 | Not recorded | 68fa6a921e209131cea28fbb |
| DLv3+ | 68.6 | Not recorded | 68fa6a921e209131cea28fbb |

### OCR

mIoU: 79.4. Result ID: 699abf655698665ec44d8944.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Implementation](<https://github.com/RViMLab/MICCAI2021_Cataract_semantic_segmentation>)

Recorded evaluation configuration: {"Loss":"Lovász","Sampling":"RF"}. This record does not assert independent reproduction.

### DLv3+

mIoU: 77.44. Result ID: 699abf655698665ec44d8940.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Implementation](<https://github.com/RViMLab/MICCAI2021_Cataract_semantic_segmentation>)

Recorded evaluation configuration: {"Loss":"Lovász","Sampling":"RF"}. This record does not assert independent reproduction.

### UPN

mIoU: 75.75. Result ID: 699abf655698665ec44d8942.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Implementation](<https://github.com/RViMLab/MICCAI2021_Cataract_semantic_segmentation>)

Recorded evaluation configuration: {"Loss":"Lovász","Sampling":"RF"}. This record does not assert independent reproduction.

### UPN

mIoU: 74.2. Result ID: 699abf655698665ec44d8941.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Implementation](<https://github.com/RViMLab/MICCAI2021_Cataract_semantic_segmentation>)

Recorded evaluation configuration: {"Loss":"CE","Sampling":"None"}. This record does not assert independent reproduction.

### HRNetv2

mIoU: 72.4. Result ID: 699abf655698665ec44d8943.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

Recorded evaluation configuration: {"Loss":"CE","Sampling":"None"}. This record does not assert independent reproduction.

### DLv3+

mIoU: 68.6. Result ID: 699abf655698665ec44d893f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fbb.md>)

[Implementation](<https://github.com/RViMLab/MICCAI2021_Cataract_semantic_segmentation>)

Recorded evaluation configuration: {"Loss":"CE","Sampling":"None"}. This record does not assert independent reproduction.

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