Table 2 Comparison of computational complexity of estimation methods. In the 1 st line (Setting) ‘High density’ and ‘Low density’ mean high and low density pilot datasets, respectively.

From: Joint channel estimation and feedback with masked token transformers in massive MIMO systems

Setting

High density

Low density

Method

FLOPs/Params

FLOPs/Params

ChannelNet

2.59G/0.194M

2.59G/0.194M

Attention-Aid

2.25G/0.169M

2.25G/0.169M

AttentionNet

3.95G/5.29M

9.12G/5.28M

CBDNet

7.76G/4.33M

7.76G/4.33M

OursEstimation

1.18G/5.30M

1.04G/5.30M