1 results about "Oncomelania" patented technology

This invention relates to a zero-shot Oncomelania snail identification method and system based on a structured knowledge base and attention guidance, belonging to the field of image processing technology. The method includes: acquiring original images of Oncomelania snails; generating an attention map using a pre-trained model to locate and crop discriminative regions; constructing a structured Oncomelania snail knowledge base and guiding a large language model to generate fine-grained text descriptions; extracting image and text features separately, calculating region weights and text weights; and determining the snail species through weighted image-text similarity matching. This invention achieves zero-shot identification without annotating image data, effectively suppresses interference from complex backgrounds, significantly reduces data and annotation costs, and improves identification efficiency and robustness, making it suitable for low-cost Oncomelania snail monitoring in field environments.