TANet: A Tiny Plankton Classification Network for Mobile Devices

Table 4

Model comparison between TANet and the four models of the second-ranked team [33] in the competition. The filter sizes of the four models are 2 × 2, 3 × 3, 4 × 4, and 5 × 5.

Network	Top-1 (%)	Inference time (ms)	Model size	Reduction in model size
Model 1 (filter size 2 × 2)	76.6	153.7	122.4 M	1x
Model 2 (filter size 4 × 4)	75.2	103.0	74.3 M	1.6x
Model 3 (filter size 3 × 3)	74.7	105.0	61.5 M	2x
Model 4 (filter size 5 × 5)	73.6	346.0	30.4 M	4x
TANet (group = 2)	77.6	28.8	1.15 M	106x
TANet (group = 8)	76.5	31.8	648 kB	194x