# Neural Architecture Search on ImageNet (train)

Source: [Neural Architecture Search on ImageNet (train)](<https://www.sota2.com/research/sota/neural-architecture-search-on-imagenet-train>)

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

Data updated: 2026-02-26T05:45:47.644Z

Evaluation of the computational efficiency and throughput (Images/s, GPUD) of Neural Architecture Search algorithms when applied to the standard ImageNet training set.

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 | Neural Architecture Search |
| Dataset (including any stated split) | ImageNet (train) |
| Metric | GPU Days (GPUD) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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

- [GPU Days (GPUD)](<https://www.sota2.com/research/sota/neural-architecture-search-on-imagenet-train.md?metric=GPU%20Days%20(GPUD)>): Lower is better; unit: TIME.

- [Throughput (Images/s)](<https://www.sota2.com/research/sota/neural-architecture-search-on-imagenet-train.md?metric=Throughput%20(Images%2Fs)>): Higher is better; unit: SCALAR.

- [Search Epochs](<https://www.sota2.com/research/sota/neural-architecture-search-on-imagenet-train.md?metric=Search%20Epochs>): Lower is better; unit: SCALAR.

- [GPU Days (Normalized to 460 im/s)](<https://www.sota2.com/research/sota/neural-architecture-search-on-imagenet-train.md?metric=GPU%20Days%20(Normalized%20to%20460%20im%2Fs)>): Lower is better; unit: TIME.

- [Pre-training Cost (GPU hrs)](<https://www.sota2.com/research/sota/neural-architecture-search-on-imagenet-train.md?metric=Pre-training%20Cost%20(GPU%20hrs)>): Lower is better; unit: TIME.

## Recorded results

| Method | GPU Days (GPUD) | Result date | Report paper |
| --- | --- | --- | --- |
| DiNAS | 0.0006222222222222223 | Not recorded | 68fa729f1e209131cea579c9 |
| AG-Net | 0.02 | Not recorded | 68fa729f1e209131cea579c9 |
| TENAS | 0.05 | Not recorded | 68fa729f1e209131cea579c9 |
| DARTS++ | 0.3 | Not recorded | 68fa729f1e209131cea579c9 |
| β-DARTS | 0.4 | Not recorded | 68fa729f1e209131cea579c9 |
| DARTS | 4 | Not recorded | 68fa729f1e209131cea579c9 |
| DrNAS | 4.6 | Not recorded | 68fa729f1e209131cea579c9 |
| UDC | 6.4 | Not recorded | 68fa6e581e209131cea3f319 |
| FBNet | 9 | Not recorded | 68fa6e581e209131cea3f319 |
| FBNet V2 | 9 | Not recorded | 68fa6e581e209131cea3f319 |
| NASNET-A | 1967.5925925925926 | Not recorded | 68fa729f1e209131cea579c9 |

### DiNAS

GPU Days (GPUD): 0.0006222222222222223. Result ID: 69924aee3a6c3148490deff2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c9.md>)

[Implementation](<https://github.com/rohanasthana/DiNAS>)

Recorded evaluation configuration: {"mean\_time\_over\_runs":"true"}. This record does not assert independent reproduction.

### AG-Net

GPU Days (GPUD): 0.02. Result ID: 69924aee3a6c3148490defef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1b1e209131cea37c6f.md>)

[Implementation](<https://github.com/jovitalukasik/AG-Net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TENAS

GPU Days (GPUD): 0.05. Result ID: 69924aee3a6c3148490defee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22e8f.md>)

[Implementation](<https://github.com/VITA-Group/TENAS>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DARTS++

GPU Days (GPUD): 0.3. Result ID: 69924aee3a6c3148490deff1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c9.md>)

Recorded evaluation configuration: {"augmentation":"true"}. This record does not assert independent reproduction.

### β-DARTS

GPU Days (GPUD): 0.4. Result ID: 69924aee3a6c3148490deff0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf61e209131cea3148f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DARTS

GPU Days (GPUD): 4. Result ID: 69924aee3a6c3148490defec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a91e209131cea0bb86.md>)

[Implementation](<https://github.com/quark0/darts>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DrNAS

GPU Days (GPUD): 4.6. Result ID: 69924aee3a6c3148490defed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d24.md>)

[Implementation](<https://github.com/xiangning-chen/DrNAS>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UDC

GPU Days (GPUD): 6.4. Result ID: 69902abb3a6c314849fe94eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f319.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f319.md>)

Recorded evaluation configuration: {"Pre-trained":false}. This record does not assert independent reproduction.

### FBNet

GPU Days (GPUD): 9. Result ID: 69902abb3a6c314849fe94ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f319.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c44e.md>)

[Implementation](<https://github.com/facebookresearch/mobile-vision>)

Recorded evaluation configuration: {"Pre-trained":true}. This record does not assert independent reproduction.

### FBNet V2

GPU Days (GPUD): 9. Result ID: 69902abb3a6c314849fe94ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f319.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d55.md>)

[Implementation](<https://github.com/facebookresearch/mobile-vision>)

Recorded evaluation configuration: {"Pre-trained":true}. This record does not assert independent reproduction.

### NASNET-A

GPU Days (GPUD): 1967.5925925925926. Result ID: 69924aee3a6c3148490defeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579c9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64441e209131cea039e2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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