Research Article

TANet: A Tiny Plankton Classification Network for Mobile Devices

Table 6

Experiment 2 for the group number design of group convolution on plankton data (test set).

Network (groups)Top-1 (%)Top-5 (%)Model size

TANet (1)76.066695.36661.75 M
TANet (2)77.566696.26661.15 M
TANet (4)76.833396.2666823 kB
TANet (8)76.533396.2666648 kB
TANet (16)74.266796.2666560 kB

TANet (k) means that the channel of the feature map is divided into k groups for all layers.