# Traditional Symbolic Object Classification on TopLogo

Source: [Traditional Symbolic Object Classification on TopLogo](<https://www.sota2.com/research/sota/traditional-symbolic-object-classification-on-toplogo>)

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

Data updated: 2026-02-26T05:28:32.402Z

Evaluation of Traditional Symbolic Object Classification performance on the TopLogo dataset, typically reporting accuracy.

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 | Traditional Symbolic Object Classification |
| Dataset (including any stated split) | TopLogo |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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/traditional-symbolic-object-classification-on-toplogo.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Sill-Net | 89.66 | Not recorded | 68fa6d8b1e209131cea3a801 |
| CNN3ST | 85.06 | Not recorded | 68fa6d8b1e209131cea3a801 |

### Sill-Net

Accuracy: 89.66. Result ID: 698fb8f73a6c314849fb667f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a801.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a801.md>)

[Implementation](<https://github.com/lanfenghuanyu/Sill-Net>)

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

### CNN3ST

Accuracy: 85.06. Result ID: 698fb8f73a6c314849fb667e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a801.md>)

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

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