# Hierarchical Visual Recognition on ImageNet-F 20-127-505 free-grain (test)

Source: [Hierarchical Visual Recognition on ImageNet-F 20-127-505 free-grain (test)](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-imagenet-f-20-127-505-free-grain-test>)

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

Data updated: 2026-04-09T23:49:32.436Z

Evaluation of Hierarchical Visual Recognition performance on the ImageNet-F 20-127-505 free-grain test split, utilizing metrics such as FPA, fine-grained, basic, and TICE scores.

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) | ImageNet-F 20-127-505 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-imagenet-f-20-127-505-free-grain-test.md?metric=FPA>): Higher is better; unit: PERCENT.

- [Fine-Grained Acc](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-imagenet-f-20-127-505-free-grain-test.md?metric=Fine-Grained%20Acc>): Higher is better; unit: PERCENT.

- [Sub-Category Acc](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-imagenet-f-20-127-505-free-grain-test.md?metric=Sub-Category%20Acc>): Higher is better; unit: PERCENT.

- [Basic Acc](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-imagenet-f-20-127-505-free-grain-test.md?metric=Basic%20Acc>): Higher is better; unit: PERCENT.

- [TICE Score](<https://www.sota2.com/research/sota/hierarchical-visual-recognition-on-imagenet-f-20-127-505-free-grain-test.md?metric=TICE%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FPA | Result date | Report paper |
| --- | --- | --- | --- |
| Text-Attr | 63.2 | Not recorded | 68fa7c291e209131cea8cc5d |
| H-CAST | 57.59 | Not recorded | 68fa7c291e209131cea8cc5d |
| Text-Attr | 55.48 | Not recorded | 68fa7c291e209131cea8cc5d |
| Taxon-SSL + Text-Attr | 49.65 | Not recorded | 68fa7c291e209131cea8cc5d |
| Taxon-SSL | 48.4 | Not recorded | 68fa7c291e209131cea8cc5d |
| HRN | 37.79 | Not recorded | 68fa7c291e209131cea8cc5d |

### Text-Attr

FPA: 63.2. Result ID: 69d83afc47f34ce924c01743.

[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.

### H-CAST

FPA: 57.59. Result ID: 69d83afc47f34ce924c0173f.

[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.

### Text-Attr

FPA: 55.48. Result ID: 69d83afc47f34ce924c01742.

[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.

### Taxon-SSL + Text-Attr

FPA: 49.65. Result ID: 69d83afc47f34ce924c01741.

[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: 48.4. Result ID: 69d83afc47f34ce924c01740.

[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.

### HRN

FPA: 37.79. Result ID: 69d83afc47f34ce924c0173e.

[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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