1. A device for collaborative image capturing, the device comprising: a computational image sensor including an imaging sensor configured to capture one or more images of a field of view; a network interface configured to exchange information with one or more other computational image sensors, wherein the exchanged information includes respective images captured by the one or more other computational image sensors; and one or more processors configured to control at least one parameter of the imaging sensor and to cause the device to perform operations including capturing a first image of the field of view, receiving first one or more images from the one or more other computational image sensors, adjusting the at least one parameter of the imaging sensor based on the one or more images captured by one or more other computational image sensors, capturing a second image of the field of view with the adjusted at least one parameter of the imaging sensor, receiving second one or more images from the one or more other computational image sensors, and combining the second image of the field of view and the second one or more images captured by the one or more other computational image sensors to generate a combined image.