# Image Classification on ImageNet (val) (Latency and Top-1 Accuracy)

Source: [Image Classification on ImageNet (val) (Latency and Top-1 Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-val-latency-and-top-1-accuracy>)

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

Data updated: 2026-02-26T06:06:37.501Z

Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting standard Top-1 accuracy alongside inference latency measured on specific hardware (e.g., 2080 Ti, V100).

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 (val) |
| Metric | Top-1 Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Top-1 Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-val-latency-and-top-1-accuracy.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

- [Latency (2080 Ti)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-val-latency-and-top-1-accuracy.md?metric=Latency%20(2080%20Ti)>): Lower is better; unit: TIME.

- [Latency (V100)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-val-latency-and-top-1-accuracy.md?metric=Latency%20(V100)>): Lower is better; unit: TIME.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| AttentiveNAS-A6 | 80.7 | Not recorded | 68fa69b61e209131cea23a73 |
| EfficientNet-B1 | 80.3 | Not recorded | 68fa69b61e209131cea23a73 |
| AttentiveNAS-A1 | 78.4 | Not recorded | 68fa69b61e209131cea23a73 |
| EfficientNet-B0 | 77.3 | Not recorded | 68fa69b61e209131cea23a73 |

### AttentiveNAS-A6

Top-1 Acc: 80.7. Result ID: 698ddbfaffc3901de0992973.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a73.md>)

[Implementation](<https://github.com/facebookresearch/AttentiveNAS>)

Recorded evaluation configuration: {"Batch-size":128}. This record does not assert independent reproduction.

### EfficientNet-B1

Top-1 Acc: 80.3. Result ID: 698ddbfaffc3901de0992972.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684f1e209131cea1b521.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/efficientnet>)

Recorded evaluation configuration: {"Batch-size":128}. This record does not assert independent reproduction.

### AttentiveNAS-A1

Top-1 Acc: 78.4. Result ID: 698ddbfaffc3901de0992971.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a73.md>)

[Implementation](<https://github.com/facebookresearch/AttentiveNAS>)

Recorded evaluation configuration: {"Batch-size":128}. This record does not assert independent reproduction.

### EfficientNet-B0

Top-1 Acc: 77.3. Result ID: 698ddbfaffc3901de0992970.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b61e209131cea23a73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684f1e209131cea1b521.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/efficientnet>)

Recorded evaluation configuration: {"Batch-size":128}. This record does not assert independent reproduction.

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