# Object Detection on FishEye8K v1 (test)

Source: [Object Detection on FishEye8K v1 (test)](<https://www.sota2.com/research/sota/object-detection-on-fisheye8k-v1-test>)

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

Data updated: 2026-04-28T06:50:04.266Z

Evaluation of Object Detection performance on the test split of the FishEye8K v1 dataset, reporting mAP and mAP w/o TP metrics.

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) | FishEye8K v1 (test) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-fisheye8k-v1-test.md?metric=mAP>): Higher is better; unit: PERCENT.

- [mAP w/o TP](<https://www.sota2.com/research/sota/object-detection-on-fisheye8k-v1-test.md?metric=mAP%20w%2Fo%20TP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Automatic Text-guided Edge-case Synthesis (v1+v2) | 38.4 | Not recorded | 68fa7bca1e209131cea8a7df |
| Automatic Text-guided Edge-case Synthesis (v1) | 38.1 | Not recorded | 68fa7bca1e209131cea8a7df |
| YOLOv11-small (Naive Augmentation v0+v1+v2) | 38 | Not recorded | 68fa7bca1e209131cea8a7df |
| YOLOv11-small (Manual Augmentation v1+v2) | 38 | Not recorded | 68fa7bca1e209131cea8a7df |
| YOLOv11-small (Naive Augmentation v0+v1) | 37.8 | Not recorded | 68fa7bca1e209131cea8a7df |
| YOLOv11-small (Naive Augmentation v0) | 37.6 | Not recorded | 68fa7bca1e209131cea8a7df |
| YOLOv11-small (Manual Augmentation v1) | 37.4 | Not recorded | 68fa7bca1e209131cea8a7df |
| YOLOv11-small (Baseline) | 33.5 | Not recorded | 68fa7bca1e209131cea8a7df |

### Automatic Text-guided Edge-case Synthesis (v1+v2)

mAP: 38.4. Result ID: 69f0581547f34ce924d5955a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

Recorded evaluation configuration: {"Train dataset":"train-D + naive v0 + automatic v1 + automatic v2","Count":"50,992","Backbone":"YOLOv11-small"}. This record does not assert independent reproduction.

### Automatic Text-guided Edge-case Synthesis (v1)

mAP: 38.1. Result ID: 69f0581547f34ce924d59557.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

Recorded evaluation configuration: {"Train dataset":"train-D + naive v0 + automatic v1","Count":"35,057","Backbone":"YOLOv11-small"}. This record does not assert independent reproduction.

### YOLOv11-small (Naive Augmentation v0+v1+v2)

mAP: 38. Result ID: 69f0581547f34ce924d59558.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Train dataset":"train-D + naive v0 + naive v1 + naive v2","Count":"50,992","Backbone":"YOLOv11-small"}. This record does not assert independent reproduction.

### YOLOv11-small (Manual Augmentation v1+v2)

mAP: 38. Result ID: 69f0581547f34ce924d59559.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a2f1e209131cea819e3.md>)

Recorded evaluation configuration: {"Train dataset":"train-D + naive v0 + manual v1 + manual v2","Count":"50,992","Backbone":"YOLOv11-small"}. This record does not assert independent reproduction.

### YOLOv11-small (Naive Augmentation v0+v1)

mAP: 37.8. Result ID: 69f0581547f34ce924d59555.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Train dataset":"train-D + naive v0 + naive v1","Count":"35,057","Backbone":"YOLOv11-small"}. This record does not assert independent reproduction.

### YOLOv11-small (Naive Augmentation v0)

mAP: 37.6. Result ID: 69f0581547f34ce924d59554.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Train dataset":"train-D + naive v0","Count":"19,122","Backbone":"YOLOv11-small"}. This record does not assert independent reproduction.

### YOLOv11-small (Manual Augmentation v1)

mAP: 37.4. Result ID: 69f0581547f34ce924d59556.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a2f1e209131cea819e3.md>)

Recorded evaluation configuration: {"Train dataset":"train-D + naive v0 + manual v1","Count":"35,057","Backbone":"YOLOv11-small"}. This record does not assert independent reproduction.

### YOLOv11-small (Baseline)

mAP: 33.5. Result ID: 69f0581547f34ce924d59553.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bca1e209131cea8a7df.md>)

Recorded evaluation configuration: {"Train dataset":"train-D","Count":"3,187","Backbone":"YOLOv11-small"}. This record does not assert independent reproduction.

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