# Object Detection on Shuttle

Source: [Object Detection on Shuttle](<https://www.sota2.com/research/sota/object-detection-on-shuttle>)

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

Data updated: 2026-03-17T11:35:29.739Z

Evaluation of Object Detection performance on the Shuttle dataset, measured using mAP.

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 | Object Detection |
| Dataset (including any stated split) | Shuttle |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [mAP](<https://www.sota2.com/research/sota/object-detection-on-shuttle.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Joint Training | 47.6 | Not recorded | 69b8e0480636e5bf4afbee50 |
| YOLO11 | 47.4 | Not recorded | 69b8e0480636e5bf4afbee50 |
| ARC-YOLO11 | 47.3 | Not recorded | 69b8e0480636e5bf4afbee50 |
| LwF | 46.8 | Not recorded | 69b8e0480636e5bf4afbee50 |
| EWC | 40.3 | Not recorded | 69b8e0480636e5bf4afbee50 |
| Pre-trained YOLO | 0 | Not recorded | 69b8e0480636e5bf4afbee50 |

### Joint Training

mAP: 47.6. Result ID: 69b93c6947f34ce924a2fda8.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0480636e5bf4afbee50.md>)

Recorded evaluation configuration: {"Paradigm":"Multi-task"}. This record does not assert independent reproduction.

### YOLO11

mAP: 47.4. Result ID: 69b93c6947f34ce924a2fda7.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0480636e5bf4afbee50.md>)

Recorded evaluation configuration: {"Paradigm":"Fine-tuning"}. This record does not assert independent reproduction.

### ARC-YOLO11

mAP: 47.3. Result ID: 69b93c6947f34ce924a2fdab.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0480636e5bf4afbee50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0480636e5bf4afbee50.md>)

Recorded evaluation configuration: {"Paradigm":"Structural Freeze"}. This record does not assert independent reproduction.

### LwF

mAP: 46.8. Result ID: 69b93c6947f34ce924a2fdaa.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0480636e5bf4afbee50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

Recorded evaluation configuration: {"Paradigm":"Distillation"}. This record does not assert independent reproduction.

### EWC

mAP: 40.3. Result ID: 69b93c6947f34ce924a2fda9.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0480636e5bf4afbee50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Paradigm":"Regularization"}. This record does not assert independent reproduction.

### Pre-trained YOLO

mAP: 0. Result ID: 69b93c6947f34ce924a2fda6.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0480636e5bf4afbee50.md>)

Recorded evaluation configuration: {"Paradigm":"old task"}. This record does not assert independent reproduction.

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