# Time Series Classification on FruitFlies (test)

Source: [Time Series Classification on FruitFlies (test)](<https://www.sota2.com/research/sota/time-series-classification-on-fruitflies-test>)

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

Data updated: 2026-02-26T05:28:18.864Z

Evaluation of Time Series Classification performance on the test split of the FruitFlies dataset, 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 | Time Series Classification |
| Dataset (including any stated split) | FruitFlies (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/time-series-classification-on-fruitflies-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CDIL-CNN | 97.09 | Not recorded | 68fa6ca51e209131cea3532d |
| CNN | 95.3 | Not recorded | 68fa6ca51e209131cea3532d |
| Deformable | 92.68 | Not recorded | 68fa6ca51e209131cea3532d |
| TCN | 91.65 | Not recorded | 68fa6ca51e209131cea3532d |
| Performer | 86.57 | Not recorded | 68fa6ca51e209131cea3532d |
| DCNN | 86.15 | Not recorded | 68fa6ca51e209131cea3532d |
| Linformer | 81.8 | Not recorded | 68fa6ca51e209131cea3532d |
| GRU | 61.47 | Not recorded | 68fa6ca51e209131cea3532d |
| LSTM | 56.61 | Not recorded | 68fa6ca51e209131cea3532d |
| Transformer | 55.26 | Not recorded | 68fa6ca51e209131cea3532d |

### CDIL-CNN

Accuracy: 97.09. Result ID: 698f2c953a6c314849f6ac62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

[Implementation](<https://github.com/LeiCheng-no/CDIL-CNN>)

Recorded evaluation configuration: {"N":5000,"number of runs":5,"channels":32}. This record does not assert independent reproduction.

### CNN

Accuracy: 95.3. Result ID: 698f2c953a6c314849f6ac61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

Recorded evaluation configuration: {"N":5000,"number of runs":5,"channels":32}. This record does not assert independent reproduction.

### Deformable

Accuracy: 92.68. Result ID: 698f2c953a6c314849f6ac5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa636b1e209131ce9fea12.md>)

[Implementation](<https://github.com/msracver/Deformable-ConvNets>)

Recorded evaluation configuration: {"N":5000,"number of runs":5}. This record does not assert independent reproduction.

### TCN

Accuracy: 91.65. Result ID: 698f2c953a6c314849f6ac5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa643f1e209131cea036fe.md>)

[Implementation](<http://github.com/locuslab/TCN>)

Recorded evaluation configuration: {"N":5000,"number of runs":5}. This record does not assert independent reproduction.

### Performer

Accuracy: 86.57. Result ID: 698f2c953a6c314849f6ac5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1dee1.md>)

[Implementation](<https://github.com/google-research/long-range-arena>)

Recorded evaluation configuration: {"N":5000,"number of runs":5}. This record does not assert independent reproduction.

### DCNN

Accuracy: 86.15. Result ID: 698f2c953a6c314849f6ac60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

Recorded evaluation configuration: {"N":5000,"number of runs":5}. This record does not assert independent reproduction.

### Linformer

Accuracy: 81.8. Result ID: 698f2c953a6c314849f6ac5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1dee1.md>)

[Implementation](<https://github.com/google-research/long-range-arena>)

Recorded evaluation configuration: {"N":5000,"number of runs":5}. This record does not assert independent reproduction.

### GRU

Accuracy: 61.47. Result ID: 698f2c953a6c314849f6ac5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa617f1e209131ce9f4955.md>)

Recorded evaluation configuration: {"N":5000,"number of runs":5}. This record does not assert independent reproduction.

### LSTM

Accuracy: 56.61. Result ID: 698f2c953a6c314849f6ac5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

Recorded evaluation configuration: {"N":5000,"number of runs":5}. This record does not assert independent reproduction.

### Transformer

Accuracy: 55.26. Result ID: 698f2c953a6c314849f6ac59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ca51e209131cea3532d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68bd1e209131cea1dee1.md>)

[Implementation](<https://github.com/google-research/long-range-arena>)

Recorded evaluation configuration: {"N":5000,"number of runs":5}. This record does not assert independent reproduction.

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