# Heterogeneous Face Recognition on Oulu-CASIA NIR-VIS

Source: [Heterogeneous Face Recognition on Oulu-CASIA NIR-VIS](<https://www.sota2.com/research/sota/heterogeneous-face-recognition-on-oulu-casia-nir-vis>)

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

Data updated: 2026-02-26T06:01:02.062Z

Evaluation of Heterogeneous Face Recognition performance on the Oulu-CASIA NIR-VIS dataset, reporting Rank-1 accuracy and False Acceptance Rates at 1% and 0.1% thresholds.

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 | Heterogeneous Face Recognition |
| Dataset (including any stated split) | Oulu-CASIA NIR-VIS |
| Metric | Rank-1 Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Rank-1 Acc](<https://www.sota2.com/research/sota/heterogeneous-face-recognition-on-oulu-casia-nir-vis.md?metric=Rank-1%20Acc>): Higher is better; unit: PERCENT.

- [FAR @ 1% Threshold](<https://www.sota2.com/research/sota/heterogeneous-face-recognition-on-oulu-casia-nir-vis.md?metric=FAR%20%40%201%25%20Threshold>): Lower is better; unit: PERCENT.

- [FAR @ 0.1% Threshold](<https://www.sota2.com/research/sota/heterogeneous-face-recognition-on-oulu-casia-nir-vis.md?metric=FAR%20%40%200.1%25%20Threshold>): Lower is better; unit: PERCENT.

- [VR @ FAR=1%](<https://www.sota2.com/research/sota/heterogeneous-face-recognition-on-oulu-casia-nir-vis.md?metric=VR%20%40%20FAR%3D1%25>): Higher is better; unit: PERCENT.

- [VR @ FAR=0.1%](<https://www.sota2.com/research/sota/heterogeneous-face-recognition-on-oulu-casia-nir-vis.md?metric=VR%20%40%20FAR%3D0.1%25>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Rank-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| DVR | 100 | Not recorded | 68fa654a1e209131cea09468 |
| DVR | 100 | Not recorded | 68fa66b21e209131cea11e87 |
| DVG | 100 | Not recorded | 68fa66b21e209131cea11e87 |
| DVG | 100 | Not recorded | 68fa66b21e209131cea11e87 |
| DVR | 99.3 | Not recorded | 68fa654a1e209131cea09468 |
| LightCNN-29 | 99 | Not recorded | 68fa66b21e209131cea11e87 |
| W-CNN | 98 | Not recorded | 68fa654a1e209131cea09468 |
| W-CNN | 98 | Not recorded | 68fa66b21e209131cea11e87 |
| ADFL | 95.5 | Not recorded | 68fa654a1e209131cea09468 |
| IDR | 94.3 | Not recorded | 68fa654a1e209131cea09468 |
| CDL | 94.3 | Not recorded | 68fa654a1e209131cea09468 |
| IDR | 94.3 | Not recorded | 68fa66b21e209131cea11e87 |
| LightCNN-9 | 93.8 | Not recorded | 68fa66b21e209131cea11e87 |
| TRIVET | 92.2 | Not recorded | 68fa654a1e209131cea09468 |
| TRIVET | 92.2 | Not recorded | 68fa66b21e209131cea11e87 |
| H2(LBP3) | 70.8 | Not recorded | 68fa654a1e209131cea09468 |
| KDSR | 66.9 | Not recorded | 68fa654a1e209131cea09468 |

### DVR

Rank-1 Acc: 100. Result ID: 698ca4300b614d12cff2280f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

[Implementation](<https://github.com/AlfredXiangWu/LightCNN>)

Recorded evaluation configuration: {"Backbone":"LightCNN-29"}. This record does not assert independent reproduction.

### DVR

Rank-1 Acc: 100. Result ID: 698d03928b517eb4331e5a15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

[Implementation](<https://github.com/AlfredXiangWu/LightCNN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DVG

Rank-1 Acc: 100. Result ID: 698d03928b517eb4331e5a17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

[Implementation](<https://github.com/BradyFU/DVG>)

Recorded evaluation configuration: {"backbone":"LightCNN-9"}. This record does not assert independent reproduction.

### DVG

Rank-1 Acc: 100. Result ID: 698d03928b517eb4331e5a19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

[Implementation](<https://github.com/BradyFU/DVG>)

Recorded evaluation configuration: {"backbone":"LightCNN-29"}. This record does not assert independent reproduction.

### DVR

Rank-1 Acc: 99.3. Result ID: 698ca4300b614d12cff2280e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

[Implementation](<https://github.com/AlfredXiangWu/LightCNN>)

Recorded evaluation configuration: {"Backbone":"LightCNN-9"}. This record does not assert independent reproduction.

### LightCNN-29

Rank-1 Acc: 99. Result ID: 698d03928b517eb4331e5a18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64be1e209131cea0633b.md>)

[Implementation](<https://github.com/AlfredXiangWu/LightCNN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### W-CNN

Rank-1 Acc: 98. Result ID: 698ca4300b614d12cff2280d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638d1e209131ce9ff860.md>)

[Implementation](<https://github.com/AlfredXiangWu/face_verification_experiment>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### W-CNN

Rank-1 Acc: 98. Result ID: 698d03928b517eb4331e5a14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638d1e209131ce9ff860.md>)

[Implementation](<https://github.com/AlfredXiangWu/face_verification_experiment>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ADFL

Rank-1 Acc: 95.5. Result ID: 698ca4300b614d12cff2280b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fffda.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### IDR

Rank-1 Acc: 94.3. Result ID: 698ca4300b614d12cff2280a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CDL

Rank-1 Acc: 94.3. Result ID: 698ca4300b614d12cff2280c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010cf.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### IDR

Rank-1 Acc: 94.3. Result ID: 698d03928b517eb4331e5a13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LightCNN-9

Rank-1 Acc: 93.8. Result ID: 698d03928b517eb4331e5a16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64be1e209131cea0633b.md>)

[Implementation](<https://github.com/AlfredXiangWu/LightCNN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TRIVET

Rank-1 Acc: 92.2. Result ID: 698ca4300b614d12cff22809.

[Reporting paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TRIVET

Rank-1 Acc: 92.2. Result ID: 698d03928b517eb4331e5a12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66b21e209131cea11e87.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### H2(LBP3)

Rank-1 Acc: 70.8. Result ID: 698ca4300b614d12cff22808.

[Reporting paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KDSR

Rank-1 Acc: 66.9. Result ID: 698ca4300b614d12cff22807.

[Reporting paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09468.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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