Temporally consistent sequence-to-sequence translation of cataract surgeries

ConclusionThe proposed module increases the temporal consistency of translated sequences. Furthermore, imposed temporal constraints increase the usability of translated data in downstream tasks. This allows overcoming some of the hurdles of surgical data acquisition and annotation and enables improving models ’ performance by translating between existing datasets of sequential frames.
Source: International Journal of Computer Assisted Radiology and Surgery - Category: Intensive Care Source Type: research