# Image Classification on KMNIST (test)

Source: [Image Classification on KMNIST (test)](<https://www.sota2.com/research/sota/image-classification-on-kmnist-test>)

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

Data updated: 2026-05-12T07:06:56.873Z

Evaluation of Image Classification performance on the test split of the KMNIST dataset, focusing on time and energy efficiency reductions.

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 | Image Classification |
| Dataset (including any stated split) | KMNIST (test) |
| Metric | Time Reduction |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Time Reduction](<https://www.sota2.com/research/sota/image-classification-on-kmnist-test.md?metric=Time%20Reduction>): Higher is better; unit: PERCENT.

- [Energy Reduction](<https://www.sota2.com/research/sota/image-classification-on-kmnist-test.md?metric=Energy%20Reduction>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-kmnist-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Time Reduction | Result date | Report paper |
| --- | --- | --- | --- |
| (p\*ρ, m\*ρ) | 18.95 | Not recorded | 69ca03670636e5bf4afc923c |
| (p\*ρ, m\*ρ) | 15.46 | Not recorded | 69ca03670636e5bf4afc923c |
| (p\*ρ, m\*ρ) | 10.58 | Not recorded | 69ca03670636e5bf4afc923c |
| (p\*ρ, m\*ρ) | 8.63 | Not recorded | 69ca03670636e5bf4afc923c |
| (p\*ρ, m\*ρ) | 6.11 | Not recorded | 69ca03670636e5bf4afc923c |
| (p\*ρ, m\*ρ) | 0.53 | Not recorded | 69ca03670636e5bf4afc923c |

### (p\*ρ, m\*ρ)

Time Reduction: 18.95. Result ID: 69ca25c347f34ce924b26927.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

Recorded evaluation configuration: {"Service time distribution":"Lognormal","Data distribution":"IID","ρ":"0.1","Target accuracy":"0.80"}. This record does not assert independent reproduction.

### (p\*ρ, m\*ρ)

Time Reduction: 15.46. Result ID: 69ca25c347f34ce924b26929.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

Recorded evaluation configuration: {"Service time distribution":"Deterministic","Data distribution":"IID","ρ":"0.1","Target accuracy":"0.80"}. This record does not assert independent reproduction.

### (p\*ρ, m\*ρ)

Time Reduction: 10.58. Result ID: 69ca25c347f34ce924b26926.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

Recorded evaluation configuration: {"Service time distribution":"Exponential","Data distribution":"Non-IID","ρ":"0.1","Target accuracy":"0.80"}. This record does not assert independent reproduction.

### (p\*ρ, m\*ρ)

Time Reduction: 8.63. Result ID: 69ca25c347f34ce924b26928.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

Recorded evaluation configuration: {"Service time distribution":"Lognormal","Data distribution":"Non-IID","ρ":"0.1","Target accuracy":"0.80"}. This record does not assert independent reproduction.

### (p\*ρ, m\*ρ)

Time Reduction: 6.11. Result ID: 69ca25c347f34ce924b26925.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

Recorded evaluation configuration: {"Service time distribution":"Exponential","Data distribution":"IID","ρ":"0.1","Target accuracy":"0.80"}. This record does not assert independent reproduction.

### (p\*ρ, m\*ρ)

Time Reduction: 0.53. Result ID: 69ca25c347f34ce924b2692a.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03670636e5bf4afc923c.md>)

Recorded evaluation configuration: {"Service time distribution":"Deterministic","Data distribution":"Non-IID","ρ":"0.1","Target accuracy":"0.80"}. This record does not assert independent reproduction.

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