def METHOD_NAME(self):
    feature_nets = {}
    for mod in self.modalities:
        mod_net = resnet_fpn_backbone("resnet50", pretrained=False)
        feature_nets[mod] = mod_net
    feature_nets = torch.nn.ModuleDict(feature_nets)
    return feature_nets