# Image Classification on ImageNet-9 Only-BG-T

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

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

Data updated: 2026-02-26T05:28:04.582Z

Evaluation of Image Classification performance on the ImageNet-9 Only-BG-T 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-BG-T |
| 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-bg-t.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SwAV | 17.6 | Not recorded | 68fa6b321e209131cea2cc22 |
| SwAV | 16.7 | Not recorded | 68fa6b321e209131cea2cc22 |
| Supervised | 16.3 | Not recorded | 68fa6b321e209131cea2cc22 |
| SwAV | 15.8 | Not recorded | 68fa6b321e209131cea2cc22 |
| MoCo-v2 | 14.8 | Not recorded | 68fa6b321e209131cea2cc22 |
| MoCo-v2 | 12.9 | Not recorded | 68fa6b321e209131cea2cc22 |
| BYOL | 12.7 | Not recorded | 68fa6b321e209131cea2cc22 |
| BYOL | 11.8 | Not recorded | 68fa6b321e209131cea2cc22 |
| BYOL | 11.5 | Not recorded | 68fa6b321e209131cea2cc22 |
| MoCo-v2 | 9.3 | Not recorded | 68fa6b321e209131cea2cc22 |

### SwAV

Accuracy: 17.6. Result ID: 698e6f0dffc3901de09d8d3d.

[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.

### SwAV

Accuracy: 16.7. Result ID: 698e6f0dffc3901de09d8d3c.

[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.

### Supervised

Accuracy: 16.3. Result ID: 698e6f0dffc3901de09d8d34.

[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.

### SwAV

Accuracy: 15.8. Result ID: 698e6f0dffc3901de09d8d3b.

[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: 14.8. Result ID: 698e6f0dffc3901de09d8d35.

[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: 12.9. Result ID: 698e6f0dffc3901de09d8d36.

[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: 12.7. Result ID: 698e6f0dffc3901de09d8d38.

[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.

### BYOL

Accuracy: 11.8. Result ID: 698e6f0dffc3901de09d8d39.

[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: 11.5. Result ID: 698e6f0dffc3901de09d8d3a.

[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.

### MoCo-v2

Accuracy: 9.3. Result ID: 698e6f0dffc3901de09d8d37.

[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.

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