# Face Recognition on CASIA-Face (100-90)

Source: [Face Recognition on CASIA-Face (100-90)](<https://www.sota2.com/research/sota/face-recognition-on-casia-face-100-90>)

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

Data updated: 2026-02-26T05:29:52.109Z

Evaluation of face recognition performance on the CASIA-Face (100-90) dataset, reporting H, Accuracy (Accr), and Accuracy F-measure (Accf) metrics.

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 | Face Recognition |
| Dataset (including any stated split) | CASIA-Face (100-90) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/face-recognition-on-casia-face-100-90.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [H-Score](<https://www.sota2.com/research/sota/face-recognition-on-casia-face-100-90.md?metric=H-Score>): Higher is better; unit: PERCENT.

- [Accuracy F-measure](<https://www.sota2.com/research/sota/face-recognition-on-casia-face-100-90.md?metric=Accuracy%20F-measure>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Pre-train | 73.8 | Not recorded | 68fa74251e209131cea5ff6b |
| GS-LORA | 70.5 | Not recorded | 68fa74251e209131cea5ff6b |
| DER++ | 57 | Not recorded | 68fa74251e209131cea5ff6b |
| FDR | 44.9 | Not recorded | 68fa74251e209131cea5ff6b |
| DER | 42.5 | Not recorded | 68fa74251e209131cea5ff6b |
| L2\* | 42.2 | Not recorded | 68fa74251e209131cea5ff6b |
| LwF | 38.4 | Not recorded | 68fa74251e209131cea5ff6b |
| LIRF\* | 34.9 | Not recorded | 68fa74251e209131cea5ff6b |
| EWC\* | 33.6 | Not recorded | 68fa74251e209131cea5ff6b |
| MAS\* | 30 | Not recorded | 68fa74251e209131cea5ff6b |
| SCRUB-S | 10.9 | Not recorded | 68fa74251e209131cea5ff6b |
| SCRUB | 10.4 | Not recorded | 68fa74251e209131cea5ff6b |
| Retrain | 5.1 | Not recorded | 68fa74251e209131cea5ff6b |

### Pre-train

Accuracy: 73.8. Result ID: 699332893a6c314849145e26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

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

### GS-LORA

Accuracy: 70.5. Result ID: 699332893a6c314849145e32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Implementation](<https://github.com/bjzhb666/GS-LoRA>)

Recorded evaluation configuration: {"Tunable Ratio":"1.28%"}. This record does not assert independent reproduction.

### DER++

Accuracy: 57. Result ID: 699332893a6c314849145e2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a11e209131cea1d3e2.md>)

[Implementation](<https://github.com/aimagelab/mammoth>)

Recorded evaluation configuration: {"Tunable Ratio":"99.73%"}. This record does not assert independent reproduction.

### FDR

Accuracy: 44.9. Result ID: 699332893a6c314849145e2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f21e209131cea0d4b7.md>)

Recorded evaluation configuration: {"Tunable Ratio":"99.73%"}. This record does not assert independent reproduction.

### DER

Accuracy: 42.5. Result ID: 699332893a6c314849145e2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a11e209131cea1d3e2.md>)

[Implementation](<https://github.com/aimagelab/mammoth>)

Recorded evaluation configuration: {"Tunable Ratio":"99.73%"}. This record does not assert independent reproduction.

### L2\*

Accuracy: 42.2. Result ID: 699332893a6c314849145e27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

Recorded evaluation configuration: {"Tunable Ratio":"99.73%"}. This record does not assert independent reproduction.

### LwF

Accuracy: 38.4. Result ID: 699332893a6c314849145e2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

Recorded evaluation configuration: {"Tunable Ratio":"99.73%"}. This record does not assert independent reproduction.

### LIRF\*

Accuracy: 34.9. Result ID: 699332893a6c314849145e30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cff1e209131cea372d6.md>)

Recorded evaluation configuration: {"Tunable Ratio":"50.66%"}. This record does not assert independent reproduction.

### EWC\*

Accuracy: 33.6. Result ID: 699332893a6c314849145e28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Tunable Ratio":"99.73%"}. This record does not assert independent reproduction.

### MAS\*

Accuracy: 30. Result ID: 699332893a6c314849145e29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e61e209131cea073fa.md>)

Recorded evaluation configuration: {"Tunable Ratio":"99.73%"}. This record does not assert independent reproduction.

### SCRUB-S

Accuracy: 10.9. Result ID: 699332893a6c314849145e2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71011e209131cea4e7b9.md>)

[Implementation](<https://github.com/Meghdad92/SCRUB>)

Recorded evaluation configuration: {"Tunable Ratio":"99.73%"}. This record does not assert independent reproduction.

### SCRUB

Accuracy: 10.4. Result ID: 699332893a6c314849145e2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71011e209131cea4e7b9.md>)

[Implementation](<https://github.com/Meghdad92/SCRUB>)

Recorded evaluation configuration: {"Tunable Ratio":"99.73%"}. This record does not assert independent reproduction.

### Retrain

Accuracy: 5.1. Result ID: 699332893a6c314849145e31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff6b.md>)

Recorded evaluation configuration: {"Tunable Ratio":"100.00%"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
