# Outlier-aware object detection on Youtube-VIS (ID) MS-COCO (OD) 2021 (test)

Source: [Outlier-aware object detection on Youtube-VIS (ID) MS-COCO (OD) 2021 (test)](<https://www.sota2.com/research/sota/outlier-aware-object-detection-on-youtube-vis-id-ms-coco-od-2021-test>)

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

Data updated: 2026-02-26T05:44:56.061Z

Evaluation of Outlier-aware object detection performance using a combined dataset context involving YouTube-VIS and MS-COCO data from the 2021 test split.

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 | Outlier-aware object detection |
| Dataset (including any stated split) | Youtube-VIS (ID) MS-COCO (OD) 2021 (test) |
| Metric | FPR@95 |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [FPR@95](<https://www.sota2.com/research/sota/outlier-aware-object-detection-on-youtube-vis-id-ms-coco-od-2021-test.md?metric=FPR%4095>): Lower is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/outlier-aware-object-detection-on-youtube-vis-id-ms-coco-od-2021-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [mAP](<https://www.sota2.com/research/sota/outlier-aware-object-detection-on-youtube-vis-id-ms-coco-od-2021-test.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FPR@95 | Result date | Report paper |
| --- | --- | --- | --- |
| STUD | 81.14 | Not recorded | 68fa6f771e209131cea45c10 |
| CSI | 82.43 | Not recorded | 68fa6f771e209131cea45c10 |
| FFS | 83.06 | Not recorded | 68fa6f771e209131cea45c10 |
| GAN | 85.75 | Not recorded | 68fa6f771e209131cea45c10 |
| Energy | 88.54 | Not recorded | 68fa6f771e209131cea45c10 |

### STUD

FPR@95: 81.14. Result ID: 6990c14b3a6c314849030495.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea310ea.md>)

Recorded evaluation configuration: {"Backbone":"RegNetX-4.0GF","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### CSI

FPR@95: 82.43. Result ID: 6990c14b3a6c314849030494.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68881e209131cea1cb66.md>)

[Implementation](<https://github.com/alinlab/CSI>)

Recorded evaluation configuration: {"Backbone":"RegNetX-4.0GF","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### FFS

FPR@95: 83.06. Result ID: 6990c14b3a6c314849030496.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c10.md>)

Recorded evaluation configuration: {"Backbone":"RegNetX-4.0GF","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### GAN

FPR@95: 85.75. Result ID: 6990c14b3a6c314849030492.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64141e209131cea029d7.md>)

Recorded evaluation configuration: {"Backbone":"RegNetX-4.0GF","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

### Energy

FPR@95: 88.54. Result ID: 6990c14b3a6c314849030493.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cc1e209131cea24242.md>)

Recorded evaluation configuration: {"Backbone":"RegNetX-4.0GF","Detector":"Faster R-CNN"}. This record does not assert independent reproduction.

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