Conventional microscopes have limited capacities to reconcile the trade-off between the lens and field of view (FOV). Thus, the imaging field and accuracy of immunosensors remain restricted. In this study, a holographic deep learning unpaired modal transformation-assisted immunosensor is presented, combining a portable lens-free holographic imaging device with a CuO