# Object Detection on Pictor v3

Source: [Object Detection on Pictor v3](<https://www.sota2.com/research/sota/object-detection-on-pictor-v3>)

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

Data updated: 2026-02-26T06:10:02.212Z

Evaluation of Object Detection performance on the Pictor v3 dataset, reporting standard mAP 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) | Pictor v3 |
| Metric | mAP@0.50 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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@0.50](<https://www.sota2.com/research/sota/object-detection-on-pictor-v3.md?metric=mAP%400.50>): Higher is better; unit: SCALAR.

- [mAP@0.50:0.95](<https://www.sota2.com/research/sota/object-detection-on-pictor-v3.md?metric=mAP%400.50%3A0.95>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mAP@0.50 | Result date | Report paper |
| --- | --- | --- | --- |
| TOOD | 0.915 | Not recorded | 68fa74701e209131cea61c56 |
| VFNet | 0.914 | Not recorded | 68fa74701e209131cea61c56 |
| Faster RCNN | 0.906 | Not recorded | 68fa74701e209131cea61c56 |
| RetinaNet | 0.905 | Not recorded | 68fa74701e209131cea61c56 |
| FCOS | 0.895 | Not recorded | 68fa74701e209131cea61c56 |
| YOLOv5 | 0.882 | Not recorded | 68fa74701e209131cea61c56 |
| SSD | 0.855 | Not recorded | 68fa74701e209131cea61c56 |

### TOOD

mAP@0.50: 0.915. Result ID: 69935ceb3a6c31484915698e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aac1e209131cea29a71.md>)

[Implementation](<https://github.com/fcjian/TOOD>)

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

### VFNet

mAP@0.50: 0.914. Result ID: 69935ceb3a6c31484915698c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696b1e209131cea21e36.md>)

[Implementation](<https://github.com/hyz-xmaster/VarifocalNet>)

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

### Faster RCNN

mAP@0.50: 0.906. Result ID: 69935ceb3a6c31484915698a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f8655.md>)

[Implementation](<https://github.com/shaoqingren/faster_rcnn>)

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

### RetinaNet

mAP@0.50: 0.905. Result ID: 69935ceb3a6c31484915698d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

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

### FCOS

mAP@0.50: 0.895. Result ID: 69935ceb3a6c31484915698b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66361e209131cea0ed2a.md>)

[Implementation](<https://www.sota2.com/tinyurl.com/FCOSv1>)

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

### YOLOv5

mAP@0.50: 0.882. Result ID: 69935ceb3a6c31484915698f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61c56.md>)

Recorded evaluation configuration: {"Backbone":"CSPDarknet53"}. This record does not assert independent reproduction.

### SSD

mAP@0.50: 0.855. Result ID: 69935ceb3a6c314849156989.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63091e209131ce9fc889.md>)

[Implementation](<https://github.com/weiliu89/caffe/tree/ssd>)

Recorded evaluation configuration: {"Backbone":"VGG16"}. This record does not assert independent reproduction.

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