2 results about "Lipoma" patented technology

The invention relates to the use of a pharmaceutical medication comprising an aromatase inhibitor, preferably a steroidal aromatase inactivator and an antioxidant as effective ingredients for the treatment of sex hormone-dependent diseases. Furthermore, the invention relates to a composition comprising an aromatase inhibitor / —inactivator and α-lipoic acid and / or extract of green tea containing polyphenols. The combination of an aromatase inhibitor and—inactivator and α-lipoic acid and / or extract of green tea containing polyphenols is particularly suitable for the treatment of sex hormone-dependent diseases as well as for the treatment of benign tumors such as e.g. lipomatoses as occurring in Madelung's disease.

This invention relates to the field of computer-aided diagnostic technology, and provides a method for constructing an intelligent pathological auxiliary diagnostic model for lipomas based on weakly supervised learning. The method includes acquiring several whole-slice images of lipomas; preprocessing the whole-slice images; constructing a structured square image patch dataset suitable for weakly supervised learning; classifying and storing the images according to their dataset and pathological label categories in a structured text index file; constructing a lightweight ViT model as the core network architecture, serializing and embedding the square image patches, learning features through a multi-layer self-attention mechanism, and connecting them to a global pooling classification head to form a weakly supervised diagnostic model that relies on image-level labels for end-to-end training; and applying weakly supervised training strategies and optimizations to the weakly supervised diagnostic model to achieve an interpretable intelligent diagnostic system for lipomas. This invention constructs an end-to-end solution suitable for weakly supervised learning of pathological images.