# Partial Domain Adaptation on Digital Dataset

Source: [Partial Domain Adaptation on Digital Dataset](<https://www.sota2.com/research/sota/partial-domain-adaptation-on-digital-dataset>)

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

Data updated: 2026-02-26T05:26:52.069Z

Evaluation of Partial Domain Adaptation performance on the 'Digital Dataset', reporting accuracy across specific domain shifts including SVHN10 to MNIST5, USPS10 to MNIST5, and SYN10 to MNIST5, along with the average performance.

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 | Partial Domain Adaptation |
| Dataset (including any stated split) | Digital Dataset |
| Metric | Acc (SVHN10→MNIST5) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Acc (SVHN10→MNIST5)](<https://www.sota2.com/research/sota/partial-domain-adaptation-on-digital-dataset.md?metric=Acc%20(SVHN10%E2%86%92MNIST5)>): Higher is better; unit: PERCENT.

- [Acc (MNIST10→MNIST-M5)](<https://www.sota2.com/research/sota/partial-domain-adaptation-on-digital-dataset.md?metric=Acc%20(MNIST10%E2%86%92MNIST-M5)>): Higher is better; unit: PERCENT.

- [Acc (USPS10→MNIST5)](<https://www.sota2.com/research/sota/partial-domain-adaptation-on-digital-dataset.md?metric=Acc%20(USPS10%E2%86%92MNIST5)>): Higher is better; unit: PERCENT.

- [Acc (SYN10→MNIST5)](<https://www.sota2.com/research/sota/partial-domain-adaptation-on-digital-dataset.md?metric=Acc%20(SYN10%E2%86%92MNIST5)>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/partial-domain-adaptation-on-digital-dataset.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc (SVHN10→MNIST5) | Result date | Report paper |
| --- | --- | --- | --- |
| RTNetadv | 97.2 | Not recorded | 68fa67241e209131cea14a21 |
| RTNet | 95.3 | Not recorded | 68fa67241e209131cea14a21 |
| ETN | 93.6 | Not recorded | 68fa67241e209131cea14a21 |
| PADA | 90.4 | Not recorded | 68fa67241e209131cea14a21 |
| LeNet | 79.6 | Not recorded | 68fa67241e209131cea14a21 |
| DANN | 79.2 | Not recorded | 68fa67241e209131cea14a21 |
| JDDA | 72.1 | Not recorded | 68fa67241e209131cea14a21 |
| DAN | 69.7 | Not recorded | 68fa67241e209131cea14a21 |
| CORAL | 60.8 | Not recorded | 68fa67241e209131cea14a21 |

### RTNetadv

Acc (SVHN10→MNIST5): 97.2. Result ID: 698d1bf88b517eb4331f15c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

Recorded evaluation configuration: {"Backbone":"modified LeNet","Method Type":"PDA"}. This record does not assert independent reproduction.

### RTNet

Acc (SVHN10→MNIST5): 95.3. Result ID: 698d1bf88b517eb4331f15c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

Recorded evaluation configuration: {"Backbone":"modified LeNet","Method Type":"PDA"}. This record does not assert independent reproduction.

### ETN

Acc (SVHN10→MNIST5): 93.6. Result ID: 698d1bf88b517eb4331f15c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659e1e209131cea0b3c2.md>)

[Implementation](<https://www.sota2.com/github.com/thuml>)

Recorded evaluation configuration: {"Backbone":"modified LeNet","Method Type":"PDA"}. This record does not assert independent reproduction.

### PADA

Acc (SVHN10→MNIST5): 90.4. Result ID: 698d1bf88b517eb4331f15c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bf1e209131cea063c5.md>)

[Implementation](<https://github.com/thuml/PADA>)

Recorded evaluation configuration: {"Backbone":"modified LeNet","Method Type":"PDA"}. This record does not assert independent reproduction.

### LeNet

Acc (SVHN10→MNIST5): 79.6. Result ID: 698d1bf88b517eb4331f15c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

Recorded evaluation configuration: {"Backbone":"modified LeNet","Method Type":"NoA"}. This record does not assert independent reproduction.

### DANN

Acc (SVHN10→MNIST5): 79.2. Result ID: 698d1bf88b517eb4331f15c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627d1e209131ce9f988d.md>)

Recorded evaluation configuration: {"Backbone":"modified LeNet","Method Type":"DA"}. This record does not assert independent reproduction.

### JDDA

Acc (SVHN10→MNIST5): 72.1. Result ID: 698d1bf88b517eb4331f15c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a91e209131cea0bb8c.md>)

Recorded evaluation configuration: {"Backbone":"modified LeNet","Method Type":"DA"}. This record does not assert independent reproduction.

### DAN

Acc (SVHN10→MNIST5): 69.7. Result ID: 698d1bf88b517eb4331f15c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e71e209131ce9f691b.md>)

Recorded evaluation configuration: {"Backbone":"modified LeNet","Method Type":"DA"}. This record does not assert independent reproduction.

### CORAL

Acc (SVHN10→MNIST5): 60.8. Result ID: 698d1bf88b517eb4331f15c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a21.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62991e209131ce9fa0ca.md>)

Recorded evaluation configuration: {"Backbone":"modified LeNet","Method Type":"DA"}. This record does not assert independent reproduction.

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