# Image Classification on ImageNet 1K (Accuracy, FLOPs Ratio, and Latency Speedup Analysis)

Source: [Image Classification on ImageNet 1K (Accuracy, FLOPs Ratio, and Latency Speedup Analysis)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-accuracy-flops-ratio-and-latency-speedup-analysis>)

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

Data updated: 2026-06-25T08:55:59.442Z

Evaluation of Image Classification performance on the ImageNet-1K dataset, reporting baseline accuracy, accuracy delta, computational ratio (FLOPs analysis), and inference latency speedup.

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 1K |
| Metric | Accuracy Delta |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy Delta](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-accuracy-flops-ratio-and-latency-speedup-analysis.md?metric=Accuracy%20Delta>): Higher is better; unit: PERCENT.

- [Ratio (FLOPs/Storage)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-accuracy-flops-ratio-and-latency-speedup-analysis.md?metric=Ratio%20(FLOPs%2FStorage)>): Lower is better; unit: SCALAR.

- [Latency Speedup](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-accuracy-flops-ratio-and-latency-speedup-analysis.md?metric=Latency%20Speedup>): Higher is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-accuracy-flops-ratio-and-latency-speedup-analysis.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy Delta | Result date | Report paper |
| --- | --- | --- | --- |
| HAWQ-V2 | 65 | Not recorded | 6a3cb677206542251d7ca8a7 |
| DeepCompress-ViT | 50 | Not recorded | 6a3cb677206542251d7ca8a7 |
| I-ViT | 27 | Not recorded | 6a3cb677206542251d7ca8a7 |
| AMC | 10 | Not recorded | 6a3cb677206542251d7ca8a7 |
| HAQ | 0 | Not recorded | 6a3cb677206542251d7ca8a7 |

### HAWQ-V2

Accuracy Delta: 65. Result ID: 6a3ced0cfbc373592c52cca8.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb677206542251d7ca8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e51e209131cea24aa3.md>)

Recorded evaluation configuration: {"Model":"ResNet-50","Joint P+Q":"No (quant.)","Search / Protocol":"Hessian trace"}. This record does not assert independent reproduction.

### DeepCompress-ViT

Accuracy Delta: 50. Result ID: 6a3ced0cfbc373592c52ccaa.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb677206542251d7ca8a7.md>)

Recorded evaluation configuration: {"Model":"DeiT-S","Joint P+Q":"No (storage + quant.)","Search / Protocol":"UCT + compres. training"}. This record does not assert independent reproduction.

### I-ViT

Accuracy Delta: 27. Result ID: 6a3ced0cfbc373592c52cca9.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb677206542251d7ca8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70381e209131cea49a6c.md>)

Recorded evaluation configuration: {"Model":"DeiT-S","Joint P+Q":"No (quant.)","Search / Protocol":"QAT (INT8)"}. This record does not assert independent reproduction.

### AMC

Accuracy Delta: 10. Result ID: 6a3ced0cfbc373592c52cca6.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb677206542251d7ca8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d31e209131cea58bd0.md>)

Recorded evaluation configuration: {"Model":"MobileNet-V1","Joint P+Q":"No (prune)","Search / Protocol":"RL (DDPG)"}. This record does not assert independent reproduction.

### HAQ

Accuracy Delta: 0. Result ID: 6a3ced0cfbc373592c52cca7.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb677206542251d7ca8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a41e209131cea0b895.md>)

Recorded evaluation configuration: {"Model":"ResNet-50","Joint P+Q":"No (quant.)","Search / Protocol":"RL (DDPG)"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.