# Image Classification on DreamAssembly

Source: [Image Classification on DreamAssembly](<https://www.sota2.com/research/sota/image-classification-on-dreamassembly>)

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

Data updated: 2026-04-16T08:14:12.596Z

Evaluation of Image Classification performance on the DreamAssembly dataset, reporting Accuracy, Precision, Recall, and F1-score.

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) | DreamAssembly |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-dreamassembly.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/image-classification-on-dreamassembly.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/image-classification-on-dreamassembly.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/image-classification-on-dreamassembly.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PostureObjectStitch | 80 | Not recorded | 69e06d057d0172140ec7ca24 |
| Anydoor | 72 | Not recorded | 69e06d057d0172140ec7ca24 |
| MureObjectStitch | 68 | Not recorded | 69e06d057d0172140ec7ca24 |
| ObjectStitch | 66.67 | Not recorded | 69e06d057d0172140ec7ca24 |
| IC-Custom | 21.33 | Not recorded | 69e06d057d0172140ec7ca24 |

### PostureObjectStitch

Accuracy: 80. Result ID: 69e09a5347f34ce924c9c19e.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d057d0172140ec7ca24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e06d057d0172140ec7ca24.md>)

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

### Anydoor

Accuracy: 72. Result ID: 69e09a5347f34ce924c9c19c.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d057d0172140ec7ca24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adb6.md>)

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

### MureObjectStitch

Accuracy: 68. Result ID: 69e09a5347f34ce924c9c19b.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d057d0172140ec7ca24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c11e209131cea751cc.md>)

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

### ObjectStitch

Accuracy: 66.67. Result ID: 69e09a5347f34ce924c9c19a.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d057d0172140ec7ca24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e1b1e209131cea3dd5a.md>)

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

### IC-Custom

Accuracy: 21.33. Result ID: 69e09a5347f34ce924c9c19d.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d057d0172140ec7ca24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc01e209131cea8a2e8.md>)

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

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