# Face Anti-Spoofing on M&I to O (test)

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

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

Data updated: 2026-02-26T05:46:18.721Z

Evaluation of Face Anti-Spoofing performance on the M&I to O protocol test split, 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) | M&I to O (test) |
| Metric | HTER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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-m-and-i-to-o-test.md?metric=HTER>): Lower is better; unit: PERCENT.

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

## Recorded results

| Method | HTER | Result date | Report paper |
| --- | --- | --- | --- |
| TTDG | 17.7 | Not recorded | 68fa72ad1e209131cea57d0c |
| AMEL | 19.68 | Not recorded | 68fa72ad1e209131cea57d0c |
| IADG | 22.7 | Not recorded | 68fa72ad1e209131cea57d0c |
| EBDG | 25.94 | Not recorded | 68fa72ad1e209131cea57d0c |
| D2AM | 27.7 | Not recorded | 68fa72ad1e209131cea57d0c |
| SSAN | 29.44 | Not recorded | 68fa72ad1e209131cea57d0c |
| ANRL | 30.73 | Not recorded | 68fa72ad1e209131cea57d0c |
| DRDG | 33.35 | Not recorded | 68fa72ad1e209131cea57d0c |
| SSDG | 36.01 | Not recorded | 68fa72ad1e209131cea57d0c |
| MADDG | 39.35 | Not recorded | 68fa72ad1e209131cea57d0c |

### TTDG

HTER: 17.7. Result ID: 69926a653a6c3148490ecd50.

[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.

### AMEL

HTER: 19.68. Result ID: 69926a653a6c3148490ecd4e.

[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.

### IADG

HTER: 22.7. Result ID: 69926a653a6c3148490ecd4f.

[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.

### EBDG

HTER: 25.94. Result ID: 69926a653a6c3148490ecd4d.

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

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

### D2AM

HTER: 27.7. Result ID: 69926a653a6c3148490ecd49.

[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.

### SSAN

HTER: 29.44. Result ID: 69926a653a6c3148490ecd4c.

[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: 30.73. Result ID: 69926a653a6c3148490ecd4b.

[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.

### DRDG

HTER: 33.35. Result ID: 69926a653a6c3148490ecd4a.

[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.

### SSDG

HTER: 36.01. Result ID: 69926a653a6c3148490ecd48.

[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: 39.35. Result ID: 69926a653a6c3148490ecd47.

[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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