Add MV-AFA seizure detection algorithm

[yuhangYH]

Algorithm

MV-AFA (Multi-View Adaptive Fusion Attention) — topology-aware EEG seizure detection fusing four views of each 2-second window (temporal Transformer, frequency 2-D CNN, statistical features, TDA persistent homology) via a gated mixture.

v1.3.0 — multi-dataset (expanded TUSZ)

Trained across CHB-MIT + Siena + TUH-Sz (TUSZ, 1500 recordings) with subject-level splits, EEG augmentation and per-dataset balancing. SzCORE scores event-F1 across 5 datasets, so a model that has seen multiple corpora beats a single-dataset specialist; leave-one-dataset-out experiments confirmed zero-shot transfer to an unseen corpus is near chance, so the model is trained on each target corpus. Referential 10-20 inputs are auto-remontaged to 18 bipolar pairs.

Expanding TUSZ training data (400→1500 recordings) improved held-out window AUROC across all datasets (overall 0.732→0.745, TUSZ 0.658→0.675).

Docker image

docker.io/mellow99/mv-afa-szcore:v1.3.0

Training datasets

CHB-MIT, Siena, TUH-Sz (TUSZ)

Repository

https://github.com/yuhangYH/mv-afa-szcore

Author

Yuhang Guo — Khalifa University

[yuhangYH]

Hi @jon-dan, thanks for maintaining SzCORE! This PR adds MV-AFA — the Docker image (docker.io/mellow99/mv-afa-szcore:v1.3.0) is published and tested end-to-end on EDF input, producing valid BIDS TSV output. Whenever you have a chance to run it on the benchmark, that'd be great — happy to address anything needed from my side. Thanks!

[jon-dan]

Hello, thank you for your contribution!

I cannot pull the image (see CI logs)

Can you check:

1. Image is publicly available
2. The image is built for linux/amd64

[yuhangYH]

Thanks @jon-dan, and sorry about that! Both issues are now fixed:

1. Public — the Docker Hub repo mellow99/mv-afa-szcore is now public (it had defaulted to private).
2. Platform — the image was accidentally built for arm64 (I built on Apple Silicon). I've rebuilt and pushed mellow99/mv-afa-szcore:v1.3.0 for linux/amd64.

You can verify:

docker manifest inspect mellow99/mv-afa-szcore:v1.3.0   # -> linux/amd64
docker pull --platform linux/amd64 mellow99/mv-afa-szcore:v1.3.0

Should be good to re-run on the benchmark now — thank you for your patience!