# Image Classification on Office-31 ResNet-50 (full)

Source: [Image Classification on Office-31 ResNet-50 (full)](<https://www.sota2.com/research/sota/image-classification-on-office-31-resnet-50-full>)

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

Data updated: 2026-02-26T05:34:04.514Z

Evaluation of Image Classification performance on the full Office-31 dataset using a ResNet-50 backbone, reporting accuracy across the six domain transfer pairs (A→D, A→W, D→A, D→W, W→A, W→D) and the overall average.

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) | Office-31 ResNet-50 (full) |
| Metric | Accuracy (A-\>D) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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 (A-\>D)](<https://www.sota2.com/research/sota/image-classification-on-office-31-resnet-50-full.md?metric=Accuracy%20(A-%3ED)>): Higher is better; unit: PERCENT.

- [Accuracy (A-\>W)](<https://www.sota2.com/research/sota/image-classification-on-office-31-resnet-50-full.md?metric=Accuracy%20(A-%3EW)>): Higher is better; unit: PERCENT.

- [Accuracy (D-\>A)](<https://www.sota2.com/research/sota/image-classification-on-office-31-resnet-50-full.md?metric=Accuracy%20(D-%3EA)>): Higher is better; unit: PERCENT.

- [Accuracy (D-\>W)](<https://www.sota2.com/research/sota/image-classification-on-office-31-resnet-50-full.md?metric=Accuracy%20(D-%3EW)>): Higher is better; unit: PERCENT.

- [Accuracy (W-\>A)](<https://www.sota2.com/research/sota/image-classification-on-office-31-resnet-50-full.md?metric=Accuracy%20(W-%3EA)>): Higher is better; unit: PERCENT.

- [Accuracy (W-\>D)](<https://www.sota2.com/research/sota/image-classification-on-office-31-resnet-50-full.md?metric=Accuracy%20(W-%3ED)>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/image-classification-on-office-31-resnet-50-full.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (A-\>D) | Result date | Report paper |
| --- | --- | --- | --- |
| SFDA-DE | 96 | Not recorded | 68fa6f9a1e209131cea468f7 |
| SRDC | 95.8 | Not recorded | 68fa6f9a1e209131cea468f7 |
| MCC | 95.6 | Not recorded | 68fa6f9a1e209131cea468f7 |
| GVB-GD | 95 | Not recorded | 68fa6f9a1e209131cea468f7 |
| CAN | 95 | Not recorded | 68fa6f9a1e209131cea468f7 |
| GSDA | 94.8 | Not recorded | 68fa6f9a1e209131cea468f7 |
| A2Net | 94.5 | Not recorded | 68fa6f9a1e209131cea468f7 |
| SHOT | 94 | Not recorded | 68fa6f9a1e209131cea468f7 |
| MDD | 93.5 | Not recorded | 68fa6f9a1e209131cea468f7 |
| 3C-GAN | 92.7 | Not recorded | 68fa6f9a1e209131cea468f7 |
| SFDA | 92.2 | Not recorded | 68fa6f9a1e209131cea468f7 |

### SFDA-DE

Accuracy (A-\>D): 96. Result ID: 6990e3643a6c314849040c16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

Recorded evaluation configuration: {"source-free":true,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### SRDC

Accuracy (A-\>D): 95.8. Result ID: 6990e3643a6c314849040c11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d57.md>)

Recorded evaluation configuration: {"source-free":false,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### MCC

Accuracy (A-\>D): 95.6. Result ID: 6990e3643a6c314849040c0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682c1e209131cea1a861.md>)

[Implementation](<https://github.com/thuml/Versatile-Domain-Adaptation>)

Recorded evaluation configuration: {"source-free":false,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### GVB-GD

Accuracy (A-\>D): 95. Result ID: 6990e3643a6c314849040c0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673d1e209131cea151ff.md>)

Recorded evaluation configuration: {"source-free":false,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### CAN

Accuracy (A-\>D): 95. Result ID: 6990e3643a6c314849040c10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a41e209131cea0b8b2.md>)

[Implementation](<https://www.sota2.com/111https://github.com/thuml/Xlearn>)

Recorded evaluation configuration: {"source-free":false,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### GSDA

Accuracy (A-\>D): 94.8. Result ID: 6990e3643a6c314849040c0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

Recorded evaluation configuration: {"source-free":false,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### A2Net

Accuracy (A-\>D): 94.5. Result ID: 6990e3643a6c314849040c15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

Recorded evaluation configuration: {"source-free":true,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### SHOT

Accuracy (A-\>D): 94. Result ID: 6990e3643a6c314849040c13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Implementation](<https://github.com/tim-learn/SHOT>)

Recorded evaluation configuration: {"source-free":true,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### MDD

Accuracy (A-\>D): 93.5. Result ID: 6990e3643a6c314849040c0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df3d.md>)

Recorded evaluation configuration: {"source-free":false,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### 3C-GAN

Accuracy (A-\>D): 92.7. Result ID: 6990e3643a6c314849040c14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa772b1e209131cea71890.md>)

Recorded evaluation configuration: {"source-free":true,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### SFDA

Accuracy (A-\>D): 92.2. Result ID: 6990e3643a6c314849040c12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9a1e209131cea468f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aab1e209131cea299f0.md>)

Recorded evaluation configuration: {"source-free":true,"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

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