# Oriented Object Detection on SAT-MTB Our Settings Custom

Source: [Oriented Object Detection on SAT-MTB Our Settings Custom](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom>)

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

Data updated: 2026-06-16T07:29:18.440Z

Evaluation of Oriented Object Detection performance using the custom settings defined for the SAT-MTB dataset, reporting metrics including mAP and orientation-specific scores (CA, CS, FA, etc.).

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 | Oriented Object Detection |
| Dataset (including any stated split) | SAT-MTB Our Settings Custom |
| Metric | CA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [CA](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=CA>): Higher is better; unit: PERCENT.

- [CS](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=CS>): Higher is better; unit: PERCENT.

- [FA](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=FA>): Higher is better; unit: PERCENT.

- [FH](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=FH>): Higher is better; unit: PERCENT.

- [NA](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=NA>): Higher is better; unit: PERCENT.

- [NV](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=NV>): Higher is better; unit: PERCENT.

- [OS](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=OS>): Higher is better; unit: PERCENT.

- [RA](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=RA>): Higher is better; unit: PERCENT.

- [SB](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=SB>): Higher is better; unit: PERCENT.

- [TN](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=TN>): Higher is better; unit: PERCENT.

- [WA](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=WA>): Higher is better; unit: PERCENT.

- [YC](<https://www.sota2.com/research/sota/oriented-object-detection-on-sat-mtb-our-settings-custom.md?metric=YC>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | CA | Result date | Report paper |
| --- | --- | --- | --- |
| TCL(Ours) | 87.5 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| ReDet(Baseline) | 85.7 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| KLD | 84.1 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| R3Det | 74.2 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| SASM | 72.1 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| Faster RCNN-OBB | 70.7 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| Gliding Vertex | 70.4 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| KFIoU | 69 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| S2ANet | 68.9 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| Oriented RCNN | 66.5 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| ATSS-OBB | 65.5 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| RoI Transformer | 64 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| GWD | 59.1 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| RepPoints-OBB | 51.2 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| RetinaNet-OBB | 45.4 | Not recorded | 6a30d86fd33dfb23e783cb0e |
| FCOS-OBB | 43 | Not recorded | 6a30d86fd33dfb23e783cb0e |

### TCL(Ours)

CA: 87.5. Result ID: 6a30fb18fbc373592c2cd311.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

Recorded evaluation configuration: {"Accepted By":null,"Backbone":"ReResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### ReDet(Baseline)

CA: 85.7. Result ID: 6a30fb18fbc373592c2cd310.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697a1e209131cea2250f.md>)

[Implementation](<https://github.com/csuhan/ReDet>)

Recorded evaluation configuration: {"Accepted By":"CVPR2021","Backbone":"ReResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### KLD

CA: 84.1. Result ID: 6a30fb18fbc373592c2cd30e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5b1e209131cea3386f.md>)

[Implementation](<https://github.com/yangxue0827/RotationDetection>)

Recorded evaluation configuration: {"Accepted By":"NIPS2021","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### R3Det

CA: 74.2. Result ID: 6a30fb18fbc373592c2cd309.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

Recorded evaluation configuration: {"Accepted By":"AAAI2021","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### SASM

CA: 72.1. Result ID: 6a30fb18fbc373592c2cd30f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

Recorded evaluation configuration: {"Accepted By":"AAAI2022","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### Faster RCNN-OBB

CA: 70.7. Result ID: 6a30fb18fbc373592c2cd302.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

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

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

Recorded evaluation configuration: {"Accepted By":"IEEE2017","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### Gliding Vertex

CA: 70.4. Result ID: 6a30fb18fbc373592c2cd30b.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea15709.md>)

[Implementation](<https://github.com/facebookresearch/maskrcnn-benchmark>)

Recorded evaluation configuration: {"Accepted By":"TPAMI2021","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### KFIoU

CA: 69. Result ID: 6a30fb18fbc373592c2cd30d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7e1e209131cea404a9.md>)

Recorded evaluation configuration: {"Accepted By":null,"Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### S2ANet

CA: 68.9. Result ID: 6a30fb18fbc373592c2cd30a.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a531e209131cea275da.md>)

[Implementation](<https://github.com/csuhan/s2anet>)

Recorded evaluation configuration: {"Accepted By":"TGRS2021","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### Oriented RCNN

CA: 66.5. Result ID: 6a30fb18fbc373592c2cd308.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28f30.md>)

[Implementation](<https://github.com/jbwang1997/OBBDetection>)

Recorded evaluation configuration: {"Accepted By":"ICCV2021","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### ATSS-OBB

CA: 65.5. Result ID: 6a30fb18fbc373592c2cd307.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67cd1e209131cea188a9.md>)

[Implementation](<https://github.com/sfzhang15/ATSS>)

Recorded evaluation configuration: {"Accepted By":"CVPR2020","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### RoI Transformer

CA: 64. Result ID: 6a30fb18fbc373592c2cd304.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

Recorded evaluation configuration: {"Accepted By":"CVPR2018","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### GWD

CA: 59.1. Result ID: 6a30fb18fbc373592c2cd30c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5a1e209131cea33860.md>)

[Implementation](<https://github.com/yangxue0827/RotationDetection>)

Recorded evaluation configuration: {"Accepted By":"ICML2021","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### RepPoints-OBB

CA: 51.2. Result ID: 6a30fb18fbc373592c2cd306.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0ebec.md>)

[Implementation](<https://github.com/microsoft/RepPoints>)

Recorded evaluation configuration: {"Accepted By":"ICCV2019","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### RetinaNet-OBB

CA: 45.4. Result ID: 6a30fb18fbc373592c2cd303.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

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

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

Recorded evaluation configuration: {"Accepted By":"ICCV2017","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

### FCOS-OBB

CA: 43. Result ID: 6a30fb18fbc373592c2cd305.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d86fd33dfb23e783cb0e.md>)

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

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

Recorded evaluation configuration: {"Accepted By":"ICCV2019","Backbone":"ResNet50","Training Images":"12573","Size":"512","Epoch":"7"}. This record does not assert independent reproduction.

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