# Object Detection on FLIR 10-shot (test)

Source: [Object Detection on FLIR 10-shot (test)](<https://www.sota2.com/research/sota/object-detection-on-flir-10-shot-test>)

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

Data updated: 2026-02-26T06:09:57.015Z

Evaluation of Object Detection performance using a 10-shot learning setup on the test split of the FLIR dataset, reporting class-specific AP50 scores.

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) | FLIR 10-shot (test) |
| Metric | mAP50 |
| 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

- [mAP50](<https://www.sota2.com/research/sota/object-detection-on-flir-10-shot-test.md?metric=mAP50>): Higher is better; unit: PERCENT.

- [AP50 (Bicycle)](<https://www.sota2.com/research/sota/object-detection-on-flir-10-shot-test.md?metric=AP50%20(Bicycle)>): Higher is better; unit: PERCENT.

- [AP50 (Car)](<https://www.sota2.com/research/sota/object-detection-on-flir-10-shot-test.md?metric=AP50%20(Car)>): Higher is better; unit: PERCENT.

- [AP50 (Person)](<https://www.sota2.com/research/sota/object-detection-on-flir-10-shot-test.md?metric=AP50%20(Person)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP50 | Result date | Report paper |
| --- | --- | --- | --- |
| MS-YOLOW-M | 71.15 | Not recorded | 6944dbdc423ea4226572986d |
| MS-GDINO-T | 70.25 | Not recorded | 6944dbdc423ea4226572986d |
| YOLOW-M | 69.78 | Not recorded | 6944dbdc423ea4226572986d |
| GDINO-T | 64.15 | Not recorded | 6944dbdc423ea4226572986d |
| GDINO-T | 57.8 | Not recorded | 6944dbdc423ea4226572986d |
| YOLOW-M | 55.34 | Not recorded | 6944dbdc423ea4226572986d |
| DAMSDet | 47.4 | Not recorded | 6944dbdc423ea4226572986d |
| CAFF-DINO | 32.23 | Not recorded | 6944dbdc423ea4226572986d |

### MS-YOLOW-M

mAP50: 71.15. Result ID: 699833e95698665ec48f63c1.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

Recorded evaluation configuration: {"Spectrum":"RGB+IR","Backbone":"CSPDarknet"}. This record does not assert independent reproduction.

### MS-GDINO-T

mAP50: 70.25. Result ID: 699833e95698665ec48f63c4.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

Recorded evaluation configuration: {"Spectrum":"RGB+IR","Backbone":"SwinT"}. This record does not assert independent reproduction.

### YOLOW-M

mAP50: 69.78. Result ID: 699833e95698665ec48f63c0.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72411e209131cea554fe.md>)

Recorded evaluation configuration: {"Spectrum":"IR","Backbone":"CSPDarknet"}. This record does not assert independent reproduction.

### GDINO-T

mAP50: 64.15. Result ID: 699833e95698665ec48f63c3.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055d.md>)

[Implementation](<https://github.com/IDEA-Research/GroundingDINO>)

Recorded evaluation configuration: {"Spectrum":"IR","Backbone":"SwinT"}. This record does not assert independent reproduction.

### GDINO-T

mAP50: 57.8. Result ID: 699833e95698665ec48f63c2.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055d.md>)

[Implementation](<https://github.com/IDEA-Research/GroundingDINO>)

Recorded evaluation configuration: {"Spectrum":"RGB","Backbone":"SwinT"}. This record does not assert independent reproduction.

### YOLOW-M

mAP50: 55.34. Result ID: 699833e95698665ec48f63bf.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72411e209131cea554fe.md>)

Recorded evaluation configuration: {"Spectrum":"RGB","Backbone":"CSPDarknet"}. This record does not assert independent reproduction.

### DAMSDet

mAP50: 47.4. Result ID: 699833e95698665ec48f63bd.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72781e209131cea56931.md>)

Recorded evaluation configuration: {"Spectrum":"RGB+IR","Backbone":"Resnet50"}. This record does not assert independent reproduction.

### CAFF-DINO

mAP50: 32.23. Result ID: 699833e95698665ec48f63be.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbdc423ea4226572986d.md>)

Recorded evaluation configuration: {"Spectrum":"RGB+IR","Backbone":"Resnet50"}. This record does not assert independent reproduction.

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