# Weakly Supervised Semantic Segmentation on LUAD-HistoSeg

Source: [Weakly Supervised Semantic Segmentation on LUAD-HistoSeg](<https://www.sota2.com/research/sota/weakly-supervised-semantic-segmentation-on-luad-histoseg>)

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

Data updated: 2026-06-19T08:33:42.335Z

Evaluation of model performance using Weakly Supervised Semantic Segmentation techniques on the LUAD-HistoSeg dataset, reporting segmentation quality ratios and inference latency.

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 | Weakly Supervised Semantic Segmentation |
| Dataset (including any stated split) | LUAD-HistoSeg |
| Metric | Ratio (x) |
| Unit | SCALAR |
| 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

- [Ratio (x)](<https://www.sota2.com/research/sota/weakly-supervised-semantic-segmentation-on-luad-histoseg.md?metric=Ratio%20(x)>): Higher is better; unit: SCALAR.

- [Latency (ms)](<https://www.sota2.com/research/sota/weakly-supervised-semantic-segmentation-on-luad-histoseg.md?metric=Latency%20(ms)>): Lower is better; unit: TIME.

## Recorded results

| Method | Ratio (x) | Result date | Report paper |
| --- | --- | --- | --- |
| PBIP | 5.42 | Not recorded | 6a34cd18206542251d7c5f34 |
| ARML | 4.12 | Not recorded | 6a34cd18206542251d7c5f34 |
| WAWEHIS | 3.85 | Not recorded | 6a34cd18206542251d7c5f34 |
| MLPS | 2.73 | Not recorded | 6a34cd18206542251d7c5f34 |
| ESFAN | 2.23 | Not recorded | 6a34cd18206542251d7c5f34 |
| SSHR | 1 | Not recorded | 6a34cd18206542251d7c5f34 |

### PBIP

Ratio (x): 5.42. Result ID: 6a34fe8cfbc373592c326060.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77731e209131cea732d2.md>)

[Implementation](<https://github.com/QingchenTang/PBIP>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ARML

Ratio (x): 4.12. Result ID: 6a34fe8cfbc373592c32605d.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f34.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### WAWEHIS

Ratio (x): 3.85. Result ID: 6a34fe8cfbc373592c32605e.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f34.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MLPS

Ratio (x): 2.73. Result ID: 6a34fe8cfbc373592c32605f.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f221e209131ce9e7c77.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ESFAN

Ratio (x): 2.23. Result ID: 6a34fe8cfbc373592c32605c.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f34.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SSHR

Ratio (x): 1. Result ID: 6a34fe8cfbc373592c326061.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f34.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f34.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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