Datasets › WMCA
WMCA (Wide Multi Channel Presentation Attack)
The Wide Multi Channel Presentation Attack (WMCA) database consists of 1941 short video recordings of both bonafide and presentation attacks from 72 different identities. The data is recorded from several channels including color, depth, infra-red, and thermal.
Additionally, the pulse reading data for bonafide recordings is also provided.
Preprocessed images for some of the channels are also provided for part of the data used in the reference publication.
The WMCA database is produced at Idiap within the framework of “IARPA BATL” and “H2020 TESLA” projects and it is intended for investigation of presentation attack detection (PAD) methods for face recognition systems.
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Face Presentation Attack Detection | WMCA | MCCNN(BCE+OCCL)-GMM ACER 0.097 | Learning One Class Representations for Face Presentation... | FaceOnLive/Face-Liveness-Detection-SDK-Linux +2 | 3 | Compare |
Papers archive 2025-07-28
3 shown of 3 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 33. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Learning One Class Representations for Face Presentation Attack Detection using Multi-channel Convolutional Neural Networks | 3 | 1 | 22 Jul 2020 | not harvested |
| Can Your Face Detector Do Anti-spoofing? Face Presentation Attack Detection with a Multi-Channel Face Detector | 0 | 1 | 30 Jun 2020 | not harvested |
| Biometric Face Presentation Attack Detection with Multi-Channel Convolutional Neural Network | 2 | 1 | 19 Sep 2019 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- WMCA
1 variant name, as the archive lists them.
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