# Image Classification on ImageNet-9 Only-FG

Source: [Image Classification on ImageNet-9 Only-FG](<https://www.sota2.com/research/sota/image-classification-on-imagenet-9-only-fg>)

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

Data updated: 2026-02-26T05:28:04.614Z

Evaluation of Image Classification performance on the ImageNet-9 Only-FG dataset, measured using 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 | Image Classification |
| Dataset (including any stated split) | ImageNet-9 Only-FG |
| 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/image-classification-on-imagenet-9-only-fg.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| BYOL | 88.8 | Not recorded | 68fa6b321e209131cea2cc22 |
| BYOL | 87.7 | Not recorded | 68fa6b321e209131cea2cc22 |
| Supervised | 86.8 | Not recorded | 68fa6b321e209131cea2cc22 |
| MoCo-v2 | 86.1 | Not recorded | 68fa6b321e209131cea2cc22 |
| SwAV | 85.3 | Not recorded | 68fa6b321e209131cea2cc22 |
| SwAV | 84.3 | Not recorded | 68fa6b321e209131cea2cc22 |
| BYOL | 83.5 | Not recorded | 68fa6b321e209131cea2cc22 |
| MoCo-v2 | 81.9 | Not recorded | 68fa6b321e209131cea2cc22 |
| SwAV | 79.4 | Not recorded | 68fa6b321e209131cea2cc22 |
| MoCo-v2 | 74.4 | Not recorded | 68fa6b321e209131cea2cc22 |

### BYOL

Accuracy: 88.8. Result ID: 698e6f0dffc3901de09d8d4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

Recorded evaluation configuration: {"Augmentation":"BG\_RM","Pre-training duration":"medium"}. This record does not assert independent reproduction.

### BYOL

Accuracy: 87.7. Result ID: 698e6f0dffc3901de09d8d4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

Recorded evaluation configuration: {"Augmentation":"BG\_Random","Pre-training duration":"medium"}. This record does not assert independent reproduction.

### Supervised

Accuracy: 86.8. Result ID: 698e6f0dffc3901de09d8d48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df43.md>)

Recorded evaluation configuration: {"Training":"Supervised"}. This record does not assert independent reproduction.

### MoCo-v2

Accuracy: 86.1. Result ID: 698e6f0dffc3901de09d8d4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

Recorded evaluation configuration: {"Augmentation":"BG\_Swaps","Pre-training duration":"medium"}. This record does not assert independent reproduction.

### SwAV

Accuracy: 85.3. Result ID: 698e6f0dffc3901de09d8d50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

Recorded evaluation configuration: {"Augmentation":"BG\_RM","Pre-training duration":"medium"}. This record does not assert independent reproduction.

### SwAV

Accuracy: 84.3. Result ID: 698e6f0dffc3901de09d8d51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

Recorded evaluation configuration: {"Augmentation":"BG\_Random","Pre-training duration":"medium"}. This record does not assert independent reproduction.

### BYOL

Accuracy: 83.5. Result ID: 698e6f0dffc3901de09d8d4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

Recorded evaluation configuration: {"Augmentation":"baseline","Pre-training duration":"medium"}. This record does not assert independent reproduction.

### MoCo-v2

Accuracy: 81.9. Result ID: 698e6f0dffc3901de09d8d4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

Recorded evaluation configuration: {"Augmentation":"BG\_RM","Pre-training duration":"medium"}. This record does not assert independent reproduction.

### SwAV

Accuracy: 79.4. Result ID: 698e6f0dffc3901de09d8d4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

Recorded evaluation configuration: {"Augmentation":"baseline","Pre-training duration":"medium"}. This record does not assert independent reproduction.

### MoCo-v2

Accuracy: 74.4. Result ID: 698e6f0dffc3901de09d8d49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b321e209131cea2cc22.md>)

Recorded evaluation configuration: {"Augmentation":"baseline","Pre-training duration":"medium"}. This record does not assert independent reproduction.

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