Simple mean-pooling multiple instance learning matches or exceeds complex 3D models for neuroimage classification on most tested datasets and trains far more efficiently.
Benchmarking CNN on 3D Anatomical Brain MRI: Architectures, Data Augmentation and Deep En- semble Learning.arXiv preprint arXiv:2106.01132
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A Multi-Dataset Benchmark of Multiple Instance Learning for 3D Neuroimage Classification
Simple mean-pooling multiple instance learning matches or exceeds complex 3D models for neuroimage classification on most tested datasets and trains far more efficiently.