Efficient-CapsNet

Reported on 4 benchmarks across 1 task · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision4 results

Image ClassificationonMNIST
Accuracy· 2021-01-29
99.84
best: 99.87 (Branching/Merging CNN + Homogeneous Vector Capsules)
Efficient-CapsNet: Capsule Network with Self-Attention Routing arXiv:2101.12491
Image ClassificationonMNIST
Percentage error· 2021-01-29
0.16
best: 0.13 (Branching/Merging CNN + Homogeneous Vector Capsules)
Efficient-CapsNet: Capsule Network with Self-Attention Routing arXiv:2101.12491
Image ClassificationonMNIST
Trainable Parameters· 2021-01-29
161824
best: 1882602 (Neural Architecture Search (NAS)-enabled Convolutional Neural Network (CNN))
Efficient-CapsNet: Capsule Network with Self-Attention Routing arXiv:2101.12491
Image ClassificationonsmallNORB
Classification Error· 2021-01-29
1.23
best: 0.9 (Heinsen Routing)
Efficient-CapsNet: Capsule Network with Self-Attention Routing arXiv:2101.12491