CLIP, a foundational vision-language model, has emerged as a powerful tool for open-vocabulary semantic segmentation. While freezing CLIP's text encoder is known to preserve its generalization capability, recent studies show that fine-tuning both CLIP's text and image encoders jointly significantly enhances segmentatio …
Abstract To improve control accuracy and robustness for complex industrial processes with nonlinearities, large time delays, and time-varying operating conditions, this paper proposes a closed-loop adaptive model predictive control (AMPC) framework based on DualPath-iTransformer. In the prediction stage, a dual-path mu …
Epidemiologic studies estimate that 2–6% of the global population is affected by a rare disease, up to 80% of which are genetic in origin 1 , 2 . Diagnostic delays can result in significant burdens including missed opportunities for intervention, unnecessary procedures and treatments, and an emotional toll on families …