# Face Anti-Spoofing on CASIA-MFSD O&M&I to C

Source: [Face Anti-Spoofing on CASIA-MFSD O&M&I to C](<https://www.sota2.com/research/sota/face-anti-spoofing-on-casia-mfsd-o-and-m-and-i-to-c>)

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

Data updated: 2026-02-26T05:46:18.738Z

Evaluation of Face Anti-Spoofing performance on the CASIA-MFSD dataset using the O&M&I to C protocol, reporting HTER and AUC 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 Anti-Spoofing |
| Dataset (including any stated split) | CASIA-MFSD O&M&I to C |
| Metric | HTER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [HTER](<https://www.sota2.com/research/sota/face-anti-spoofing-on-casia-mfsd-o-and-m-and-i-to-c.md?metric=HTER>): Lower is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/face-anti-spoofing-on-casia-mfsd-o-and-m-and-i-to-c.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | HTER | Result date | Report paper |
| --- | --- | --- | --- |
| TTDG-V | 7.59 | Not recorded | 68fa72ad1e209131cea57d0c |
| TTDG | 8.14 | Not recorded | 68fa72ad1e209131cea57d0c |
| TTN-S | 9.81 | Not recorded | 68fa72ad1e209131cea57d0c |
| AMEL | 11.88 | Not recorded | 68fa72ad1e209131cea57d0c |
| FGHV | 12.47 | Not recorded | 68fa72ad1e209131cea57d0c |
| IADG | 12.74 | Not recorded | 68fa72ad1e209131cea57d0c |
| ViTranZFAS | 14.33 | Not recorded | 68fa72ad1e209131cea57d0c |
| DiVT-V | 14.67 | Not recorded | 68fa72ad1e209131cea57d0c |
| SSAN | 16.47 | Not recorded | 68fa72ad1e209131cea57d0c |
| ANRL | 17.85 | Not recorded | 68fa72ad1e209131cea57d0c |
| EBDG | 18.34 | Not recorded | 68fa72ad1e209131cea57d0c |
| DRDG | 19.05 | Not recorded | 68fa72ad1e209131cea57d0c |
| RFM | 20.27 | Not recorded | 68fa72ad1e209131cea57d0c |
| D2AM | 20.98 | Not recorded | 68fa72ad1e209131cea57d0c |
| SSDG | 23.11 | Not recorded | 68fa72ad1e209131cea57d0c |
| MADDG | 24.5 | Not recorded | 68fa72ad1e209131cea57d0c |

### TTDG-V

HTER: 7.59. Result ID: 69926a653a6c3148490ecd90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

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

### TTDG

HTER: 8.14. Result ID: 69926a653a6c3148490ecd8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

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

### TTN-S

HTER: 9.81. Result ID: 69926a653a6c3148490ecd8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

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

### AMEL

HTER: 11.88. Result ID: 69926a653a6c3148490ecd89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfd1e209131cea3d398.md>)

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

### FGHV

HTER: 12.47. Result ID: 69926a653a6c3148490ecd87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2ed95.md>)

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

### IADG

HTER: 12.74. Result ID: 69926a653a6c3148490ecd8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c73.md>)

[Implementation](<https://github.com/qianyuzqy/IADG>)

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

### ViTranZFAS

HTER: 14.33. Result ID: 69926a653a6c3148490ecd8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25e9a.md>)

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

### DiVT-V

HTER: 14.67. Result ID: 69926a653a6c3148490ecd8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

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

### SSAN

HTER: 16.47. Result ID: 69926a653a6c3148490ecd88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31e60.md>)

[Implementation](<https://github.com/wangzhuo2019/SSAN>)

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

### ANRL

HTER: 17.85. Result ID: 69926a653a6c3148490ecd86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea289da.md>)

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

### EBDG

HTER: 18.34. Result ID: 69926a653a6c3148490ecd8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

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

### DRDG

HTER: 19.05. Result ID: 69926a653a6c3148490ecd85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a461e209131cea27420.md>)

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

### RFM

HTER: 20.27. Result ID: 69926a653a6c3148490ecd84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea12076.md>)

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

### D2AM

HTER: 20.98. Result ID: 69926a653a6c3148490ecd82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ec1e209131cea24f43.md>)

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

### SSDG

HTER: 23.11. Result ID: 69926a653a6c3148490ecd83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676e1e209131cea162ba.md>)

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

### MADDG

HTER: 24.5. Result ID: 69926a653a6c3148490ecd81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57d0c.md>)

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

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