# Synthetic Example Generation on S-ImageNet-1K (T=100)

Source: [Synthetic Example Generation on S-ImageNet-1K (T=100)](<https://www.sota2.com/research/sota/synthetic-example-generation-on-s-imagenet-1k-t-100>)

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

Data updated: 2026-03-17T08:44:52.098Z

Evaluation of the efficiency (speed) of synthetic image generation models using the specialized S-ImageNet-1K dataset configuration (T=100). Measured by time taken per task execution.

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 | Synthetic example generation |
| Dataset (including any stated split) | S-ImageNet-1K (T=100) |
| Metric | Time per Task (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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 per Task (s)](<https://www.sota2.com/research/sota/synthetic-example-generation-on-s-imagenet-1k-t-100.md?metric=Time%20per%20Task%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Time per Task (s) | Result date | Report paper |
| --- | --- | --- | --- |
| CSReL | 4740.84 | Not recorded | 69b8dfed0636e5bf4afbe876 |
| ProtoCore | 6108.84 | Not recorded | 69b8dfed0636e5bf4afbe876 |
| BCSR | 7368.84 | Not recorded | 69b8dfed0636e5bf4afbe876 |
| OCS | 8304.84 | Not recorded | 69b8dfed0636e5bf4afbe876 |
| PBCS | 11112.84 | Not recorded | 69b8dfed0636e5bf4afbe876 |

### CSReL

Time per Task (s): 4740.84. Result ID: 69b9147647f34ce924a1b17a.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfed0636e5bf4afbe876.md>)

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

### ProtoCore

Time per Task (s): 6108.84. Result ID: 69b9147647f34ce924a1b17d.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfed0636e5bf4afbe876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8dfed0636e5bf4afbe876.md>)

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

### BCSR

Time per Task (s): 7368.84. Result ID: 69b9147647f34ce924a1b17b.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfed0636e5bf4afbe876.md>)

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

### OCS

Time per Task (s): 8304.84. Result ID: 69b9147647f34ce924a1b17c.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfed0636e5bf4afbe876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c111e209131cea31e1b.md>)

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

### PBCS

Time per Task (s): 11112.84. Result ID: 69b9147647f34ce924a1b179.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfed0636e5bf4afbe876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e621e209131cea3f930.md>)

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

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