# Image Classification on ImageNet 1k (val) (Top-1 & FPS)

Source: [Image Classification on ImageNet 1k (val) (Top-1 & FPS)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-top-1-and-fps>)

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

Data updated: 2026-02-26T06:06:46.140Z

Evaluation of Image Classification performance on the validation split of the ImageNet 1k dataset, reporting standard Top-1 accuracy alongside inference speed measured in Frames Per Second (FPS).

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 (val) |
| Metric | Top-1 Acc |
| 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

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

- [FPS (Frames/sec)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-val-top-1-and-fps.md?metric=FPS%20(Frames%2Fsec)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| MDP | 75.2 | Not recorded | 68fa77cb1e209131cea75607 |
| HALP-70% | 74.5 | Not recorded | 68fa77cb1e209131cea75607 |
| EAGLEEYE | 74.2 | Not recorded | 68fa77cb1e209131cea75607 |
| AUTOSLIM | 74 | Not recorded | 68fa77cb1e209131cea75607 |
| METAPRUNE | 73.4 | Not recorded | 68fa77cb1e209131cea75607 |

### MDP

Top-1 Acc: 75.2. Result ID: 69956a6e3badfaffe65e797a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77cb1e209131cea75607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77cb1e209131cea75607.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Platform":"Intel CPU Xeon E5"}. This record does not assert independent reproduction.

### HALP-70%

Top-1 Acc: 74.5. Result ID: 69956a6e3badfaffe65e7979.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77cb1e209131cea75607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b442.md>)

[Implementation](<https://halp-neurips.github.io/>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Platform":"Intel CPU Xeon E5"}. This record does not assert independent reproduction.

### EAGLEEYE

Top-1 Acc: 74.2. Result ID: 69956a6e3badfaffe65e7977.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77cb1e209131cea75607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68181e209131cea1a327.md>)

[Implementation](<https://github.com/anonymous47823493/EagleEye>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Platform":"Intel CPU Xeon E5"}. This record does not assert independent reproduction.

### AUTOSLIM

Top-1 Acc: 74. Result ID: 69956a6e3badfaffe65e7976.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77cb1e209131cea75607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d51e209131cea0c8b5.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Platform":"Intel CPU Xeon E5"}. This record does not assert independent reproduction.

### METAPRUNE

Top-1 Acc: 73.4. Result ID: 69956a6e3badfaffe65e7978.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77cb1e209131cea75607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663c1e209131cea0f0ef.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Platform":"Intel CPU Xeon E5"}. This record does not assert independent reproduction.

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