# Neural Architecture Search Performance Estimation on ImageNet-16-120 NASBench-201 (test)

Source: [Neural Architecture Search Performance Estimation on ImageNet-16-120 NASBench-201 (test)](<https://www.sota2.com/research/sota/neural-architecture-search-performance-estimation-on-imagenet-16-120-nasbench-201-test>)

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

Data updated: 2026-02-26T05:47:50.755Z

Evaluation of Neural Architecture Search performance estimation methodology applied to the ImageNet-16-120 subset of NASBench-201 (test split), typically measured using rank correlation metrics like Kendall's Tau.

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 Performance Estimation |
| Dataset (including any stated split) | ImageNet-16-120 NASBench-201 (test) |
| Metric | Kendall's Tau |
| Unit | SCALAR |
| 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

- [Kendall's Tau](<https://www.sota2.com/research/sota/neural-architecture-search-performance-estimation-on-imagenet-16-120-nasbench-201-test.md?metric=Kendall%27s%20Tau>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Kendall's Tau | Result date | Report paper |
| --- | --- | --- | --- |
| EZNAS-A | 0.61 | Not recorded | 68fa6e3b1e209131cea3e878 |
| NASWOT | 0.55 | Not recorded | 68fa6e3b1e209131cea3e878 |
| AngleNAS | 0.54 | Not recorded | 68fa6e3b1e209131cea3e878 |
| FLOPS | 0.5 | Not recorded | 68fa6e3b1e209131cea3e878 |
| Params | 0.5 | Not recorded | 68fa6e3b1e209131cea3e878 |

### EZNAS-A

Kendall's Tau: 0.61. Result ID: 69901c603a6c314849fe33d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e878.md>)

Recorded evaluation configuration: {"search space":"NASBench-201"}. This record does not assert independent reproduction.

### NASWOT

Kendall's Tau: 0.55. Result ID: 69901c603a6c314849fe33d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1f1e209131cea261b2.md>)

[Implementation](<https://github.com/BayesWatch/nas-without-training>)

Recorded evaluation configuration: {"search space":"NASBench-201"}. This record does not assert independent reproduction.

### AngleNAS

Kendall's Tau: 0.54. Result ID: 69901c603a6c314849fe33da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e878.md>)

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

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

Recorded evaluation configuration: {"search space":"NASBench-201"}. This record does not assert independent reproduction.

### FLOPS

Kendall's Tau: 0.5. Result ID: 69901c603a6c314849fe33db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22e24.md>)

Recorded evaluation configuration: {"search space":"NASBench-201"}. This record does not assert independent reproduction.

### Params

Kendall's Tau: 0.5. Result ID: 69901c603a6c314849fe33dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22e24.md>)

Recorded evaluation configuration: {"search space":"NASBench-201"}. This record does not assert independent reproduction.

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