...-support few-shot semantic segmentation that overcomes the challenge of data scarcity. Unlike conventional single-backbone designs, the approach utilizes a multi-branch shared network that synergistically integrates ResNet, EfficientNet and CLIP, capturing a robust spectrum of local details and global...