# Cross-Domain Few-Shot Segmentation on DeepGlobe (test)

Source: [Cross-Domain Few-Shot Segmentation on DeepGlobe (test)](<https://www.sota2.com/research/sota/cross-domain-few-shot-segmentation-on-deepglobe-test>)

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

Data updated: 2026-02-26T06:10:36.891Z

Evaluation of Cross-Domain Few-Shot Segmentation performance on the test split of the DeepGlobe dataset, reporting 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 | Cross-Domain Few-Shot Segmentation |
| Dataset (including any stated split) | DeepGlobe (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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/cross-domain-few-shot-segmentation-on-deepglobe-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| HERA\_DINOv3 | 63.4 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| FSSDINO | 59.78 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| IFA | 58.8 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| GF-SAM | 57.7 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| IFA | 50.6 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| GF-SAM | 49.5 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| FSSDINO | 49.41 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| ABCDFSS | 49 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| HERA\_DINOv3 | 44.6 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| ABCDFSS | 42.6 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| PATNet | 41.6 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |
| PATNet | 35.4 | Not recorded | 698abb7dc97a0b3e3b5ddf0e |

### HERA\_DINOv3

mIoU: 63.4. Result ID: 69972e2c5698665ec47d2513.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction.

### FSSDINO

mIoU: 59.78. Result ID: 69972e2c5698665ec47d2515.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction.

### IFA

mIoU: 58.8. Result ID: 69972e2c5698665ec47d2511.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e29.md>)

Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction.

### GF-SAM

mIoU: 57.7. Result ID: 69972e2c5698665ec47d250b.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75351e209131cea66694.md>)

[Implementation](<https://andyzaq.github.io/GF-SAM/>)

Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction.

### IFA

mIoU: 50.6. Result ID: 69972e2c5698665ec47d2510.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e29.md>)

Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction.

### GF-SAM

mIoU: 49.5. Result ID: 69972e2c5698665ec47d250a.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75351e209131cea66694.md>)

[Implementation](<https://andyzaq.github.io/GF-SAM/>)

Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction.

### FSSDINO

mIoU: 49.41. Result ID: 69972e2c5698665ec47d2514.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction.

### ABCDFSS

mIoU: 49. Result ID: 69972e2c5698665ec47d250f.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73461e209131cea5b7e0.md>)

Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction.

### HERA\_DINOv3

mIoU: 44.6. Result ID: 69972e2c5698665ec47d2512.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction.

### ABCDFSS

mIoU: 42.6. Result ID: 69972e2c5698665ec47d250e.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73461e209131cea5b7e0.md>)

Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction.

### PATNet

mIoU: 41.6. Result ID: 69972e2c5698665ec47d250d.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

Recorded evaluation configuration: {"shot":"5-shot"}. This record does not assert independent reproduction.

### PATNet

mIoU: 35.4. Result ID: 69972e2c5698665ec47d250c.

[Reporting paper](<https://www.sota2.com/research/paper/698abb7dc97a0b3e3b5ddf0e.md>)

Recorded evaluation configuration: {"shot":"1-shot"}. This record does not assert independent reproduction.

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