# Image Segmentation on Gastric Histopathology Image Dataset Tissue-scale

Source: [Image Segmentation on Gastric Histopathology Image Dataset Tissue-scale](<https://www.sota2.com/research/sota/image-segmentation-on-gastric-histopathology-image-dataset-tissue-scale>)

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

Data updated: 2026-02-26T05:27:44.626Z

Evaluation of Image Segmentation performance on the Gastric Histopathology Image Dataset Tissue-scale, reporting metrics including Accuracy and processing time.

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 | Image Segmentation |
| Dataset (including any stated split) | Gastric Histopathology Image Dataset Tissue-scale |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-segmentation-on-gastric-histopathology-image-dataset-tissue-scale.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Time per slice (seconds)](<https://www.sota2.com/research/sota/image-segmentation-on-gastric-histopathology-image-dataset-tissue-scale.md?metric=Time%20per%20slice%20(seconds)>): Lower is better; unit: TIME.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DCMEN | 91.6 | Not recorded | 68fa688b1e209131cea1cd53 |
| RL | 91.45 | Not recorded | 68fa688b1e209131cea1cd53 |
| RMDL | 86.5 | Not recorded | 68fa688b1e209131cea1cd53 |
| SWB | 82.1 | Not recorded | 68fa688b1e209131cea1cd53 |
| HCRF | 78.91 | Not recorded | 68fa688b1e209131cea1cd53 |
| FCN | 78.5 | Not recorded | 68fa688b1e209131cea1cd53 |
| FCN | 65.7 | Not recorded | 68fa688b1e209131cea1cd53 |

### DCMEN

Accuracy: 91.6. Result ID: 698d76de8b517eb43321b1b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa688b1e209131cea1cd53.md>)

Recorded evaluation configuration: {"Training images":"350","Test images":"150"}. This record does not assert independent reproduction.

### RL

Accuracy: 91.45. Result ID: 698d76de8b517eb43321b1b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa688b1e209131cea1cd53.md>)

Recorded evaluation configuration: {"Training images":"1400","Validation images":"400","Test images":"100"}. This record does not assert independent reproduction.

### RMDL

Accuracy: 86.5. Result ID: 698d76de8b517eb43321b1b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa688b1e209131cea1cd53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687f1e209131cea1c5c6.md>)

Recorded evaluation configuration: {"Training images":"408","Test images":"200"}. This record does not assert independent reproduction.

### SWB

Accuracy: 82.1. Result ID: 698d76de8b517eb43321b1b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa688b1e209131cea1cd53.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","Training images":"300","Test images":"100"}. This record does not assert independent reproduction.

### HCRF

Accuracy: 78.91. Result ID: 698d76de8b517eb43321b1b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa688b1e209131cea1cd53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa688b1e209131cea1cd53.md>)

[Implementation](<http://dx.doi.org/10.17632/thgf23xgy7.2>)

Recorded evaluation configuration: {"Training images":"280","Validation images":"140","Test images":"140"}. This record does not assert independent reproduction.

### FCN

Accuracy: 78.5. Result ID: 698d76de8b517eb43321b1b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa688b1e209131cea1cd53.md>)

Recorded evaluation configuration: {"Backbone":"GoogLeNet","Training images":"300","Test images":"100"}. This record does not assert independent reproduction.

### FCN

Accuracy: 65.7. Result ID: 698d76de8b517eb43321b1b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa688b1e209131cea1cd53.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","Training images":"300","Test images":"100"}. This record does not assert independent reproduction.

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