Keywords vision transformer ViT attention-based deep learning network photovoltaic modules visual faults diagnosis PV Introduction Countries and think tanks around the world are scrambling to mitigate the effects of climate change that have reached a point of no return.1 Recent climatic events have become extremely oscillating with the display of dangerous cold waves, temperature highs, drought conditions, and frequent floods.2 Every year, the weather statistics have seen an incremental rise...