# Hierarchical Visual Recognition on iNat mini-F 21 free-grain (test)

Source: [Hierarchical Visual Recognition on iNat mini-F 21 free-grain (test)](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-inat-mini-f-21-free-grain-test>)

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

Data updated: 2026-04-09T23:49:32.456Z

Evaluation of Hierarchical Visual Recognition performance on the test split of the iNat mini-F 21 free-grain dataset, measured using FPA, spec., fam., order., and TICE metrics.

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 | Hierarchical Visual Recognition |
| Dataset (including any stated split) | iNat mini-F 21 free-grain (test) |
| Metric | FPA |
| 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

- [FPA](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-inat-mini-f-21-free-grain-test.md?metric=FPA>): Higher is better; unit: PERCENT.

- [Spec. Accuracy](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-inat-mini-f-21-free-grain-test.md?metric=Spec.%20Accuracy>): Higher is better; unit: PERCENT.

- [Fam. Accuracy](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-inat-mini-f-21-free-grain-test.md?metric=Fam.%20Accuracy>): Higher is better; unit: PERCENT.

- [Order Accuracy](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-inat-mini-f-21-free-grain-test.md?metric=Order%20Accuracy>): Higher is better; unit: PERCENT.

- [TICE](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-inat-mini-f-21-free-grain-test.md?metric=TICE>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FPA | Result date | Report paper |
| --- | --- | --- | --- |
| Taxon-SSL + Text-Attr | 31.93 | Not recorded | 68fa7c291e209131cea8cc5d |
| Taxon-SSL | 31.74 | Not recorded | 68fa7c291e209131cea8cc5d |
| Text-Attr | 29.74 | Not recorded | 68fa7c291e209131cea8cc5d |
| Text-Attr | 27.88 | Not recorded | 68fa7c291e209131cea8cc5d |
| H-CAST | 25.63 | Not recorded | 68fa7c291e209131cea8cc5d |
| HRN | 17.03 | Not recorded | 68fa7c291e209131cea8cc5d |

### Taxon-SSL + Text-Attr

FPA: 31.93. Result ID: 69d83afc47f34ce924c01747.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

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

### Taxon-SSL

FPA: 31.74. Result ID: 69d83afc47f34ce924c01746.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

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

### Text-Attr

FPA: 29.74. Result ID: 69d83afc47f34ce924c01749.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

Recorded evaluation configuration: {"Backbone":"H-CAST"}. This record does not assert independent reproduction.

### Text-Attr

FPA: 27.88. Result ID: 69d83afc47f34ce924c01748.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

Recorded evaluation configuration: {"Backbone":"H-ViT"}. This record does not assert independent reproduction.

### H-CAST

FPA: 25.63. Result ID: 69d83afc47f34ce924c01745.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78081e209131cea76717.md>)

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

### HRN

FPA: 17.03. Result ID: 69d83afc47f34ce924c01744.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9b1e209131cea2f46e.md>)

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

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