# Target Detection on IRBFD real

Source: [Target Detection on IRBFD real](<https://www.sota2.com/research/sota/target-detection-on-irbfd-real>)

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

Data updated: 2026-02-26T05:58:28.461Z

Evaluation of Target Detection performance on the IRBFD real dataset, reporting SCRG, Precision (P), and Recall (R).

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 | Target Detection |
| Dataset (including any stated split) | IRBFD real |
| Metric | Precision |
| 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

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

- [SCRG](<https://www.sota2.com/research/sota/target-detection-on-irbfd-real.md?metric=SCRG>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| UniCD | 99.4 | Not recorded | 68fa77e31e209131cea75d36 |
| DAGNet | 99.2 | Not recorded | 68fa77e31e209131cea75d36 |
| DAGNet | 98.6 | Not recorded | 68fa77e31e209131cea75d36 |
| DINO | 97.1 | Not recorded | 68fa77e31e209131cea75d36 |
| YOLO11L | 96.6 | Not recorded | 68fa77e31e209131cea75d36 |
| YOLO11L | 94 | Not recorded | 68fa77e31e209131cea75d36 |
| DAGNet | 66.3 | Not recorded | 68fa77e31e209131cea75d36 |
| YOLO11L | 52.1 | Not recorded | 68fa77e31e209131cea75d36 |

### UniCD

Precision: 99.4. Result ID: 6995718a3badfaffe666f964.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e31e209131cea75d36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77e31e209131cea75d36.md>)

[Implementation](<https://github.com/IVPLaboratory/UniCD>)

Recorded evaluation configuration: {"Strategy":"Union","NUC":"Integrated"}. This record does not assert independent reproduction.

### DAGNet

Precision: 99.2. Result ID: 6995718a3badfaffe666f95f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e31e209131cea75d36.md>)

Recorded evaluation configuration: {"Strategy":"Direct","NUC":"None"}. This record does not assert independent reproduction.

### DAGNet

Precision: 98.6. Result ID: 6995718a3badfaffe666f963.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e31e209131cea75d36.md>)

Recorded evaluation configuration: {"Strategy":"Separate","NUC":"AHBC"}. This record does not assert independent reproduction.

### DINO

Precision: 97.1. Result ID: 6995718a3badfaffe666f95d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e31e209131cea75d36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf41e209131cea36cf4.md>)

[Implementation](<https://github.com/IDEACVR/DINO>)

Recorded evaluation configuration: {"Strategy":"Direct","NUC":"None"}. This record does not assert independent reproduction.

### YOLO11L

Precision: 96.6. Result ID: 6995718a3badfaffe666f95e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e31e209131cea75d36.md>)

Recorded evaluation configuration: {"Strategy":"Direct","NUC":"None"}. This record does not assert independent reproduction.

### YOLO11L

Precision: 94. Result ID: 6995718a3badfaffe666f962.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e31e209131cea75d36.md>)

Recorded evaluation configuration: {"Strategy":"Separate","NUC":"AHBC"}. This record does not assert independent reproduction.

### DAGNet

Precision: 66.3. Result ID: 6995718a3badfaffe666f961.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e31e209131cea75d36.md>)

Recorded evaluation configuration: {"Strategy":"Separate","NUC":"TV-DIP"}. This record does not assert independent reproduction.

### YOLO11L

Precision: 52.1. Result ID: 6995718a3badfaffe666f960.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77e31e209131cea75d36.md>)

Recorded evaluation configuration: {"Strategy":"Separate","NUC":"TV-DIP"}. This record does not assert independent reproduction.

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