# Open-Set Recognition on BloodMNIST t=5 (test)

Source: [Open-Set Recognition on BloodMNIST t=5 (test)](<https://www.sota2.com/research/sota/open-set-recognition-on-bloodmnist-t-5-test>)

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

Data updated: 2026-05-04T09:16:31.673Z

Evaluation of Open-Set Recognition performance on the test split of the BloodMNIST t=5 dataset, reporting ACC, AUROC, and OSCR.

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 | Open-Set Recognition |
| Dataset (including any stated split) | BloodMNIST t=5 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/open-set-recognition-on-bloodmnist-t-5-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/open-set-recognition-on-bloodmnist-t-5-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [OSCR](<https://www.sota2.com/research/sota/open-set-recognition-on-bloodmnist-t-5-test.md?metric=OSCR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ARPL+CS | 98.5 | Not recorded | 69f827e8c0f56ed8430888f9 |
| DIAS | 98.4 | Not recorded | 69f827e8c0f56ed8430888f9 |
| DMDSC | 98.4 | Not recorded | 69f827e8c0f56ed8430888f9 |
| OMCL | 98.3 | Not recorded | 69f827e8c0f56ed8430888f9 |
| GCPL | 98.1 | Not recorded | 69f827e8c0f56ed8430888f9 |
| RPL | 98 | Not recorded | 69f827e8c0f56ed8430888f9 |
| UCDSC | 97.69 | Not recorded | 69f827e8c0f56ed8430888f9 |
| DSC | 97.394 | Not recorded | 69f827e8c0f56ed8430888f9 |

### ARPL+CS

Accuracy: 98.5. Result ID: 69f863ee47f34ce924dc5bf4.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e8c0f56ed8430888f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6abb1e209131cea2a1de.md>)

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

### DIAS

Accuracy: 98.4. Result ID: 69f863ee47f34ce924dc5bf5.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e8c0f56ed8430888f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37bb3.md>)

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

### DMDSC

Accuracy: 98.4. Result ID: 69f863ee47f34ce924dc5bf9.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e8c0f56ed8430888f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f827e8c0f56ed8430888f9.md>)

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

### OMCL

Accuracy: 98.3. Result ID: 69f863ee47f34ce924dc5bf6.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e8c0f56ed8430888f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70191e209131cea48f74.md>)

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

### GCPL

Accuracy: 98.1. Result ID: 69f863ee47f34ce924dc5bf2.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e8c0f56ed8430888f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644d1e209131cea03dbb.md>)

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

### RPL

Accuracy: 98. Result ID: 69f863ee47f34ce924dc5bf3.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e8c0f56ed8430888f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f51e209131cea1f50f.md>)

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

### UCDSC

Accuracy: 97.69. Result ID: 69f863ee47f34ce924dc5bf8.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e8c0f56ed8430888f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691414832828b7cc6937eacc.md>)

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

### DSC

Accuracy: 97.394. Result ID: 69f863ee47f34ce924dc5bf7.

[Reporting paper](<https://www.sota2.com/research/paper/69f827e8c0f56ed8430888f9.md>)

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

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