MUMBAI, India, July 7 -- Intellectual Property India has published a patent application (202641076889 A) filed by Sr University on June 22, 2026, for An Aco-Driven Deep Cnn Model For Emotion-Infused And Medical/Satellite Image Captioning.

Inventors include Shaik Reshma; Syed Nageena Parveen; and Shaik Thaherbasha.

The application for the patent was published on July 03, 2026, under issue no. 27/2026.

Abstract: An Adaptive Coot Optimization (ACO)-driven Deep Convolutional Neural Network (CNN) framework is provided for generating high-quality, context-aware image captions that blend emotional context with specialized domain knowledge. The system processes an input image through a Deep CNN Feature Extractor equipped with multiple convex lunor pooling layers to isolate fine-grained visual features. An ACO Hyperparameter Tuner module optimizes feature map-carcy and dynamically damps hyperparameters to refine learning weights and reduce redundancy. Optimized features are converted into descriptive text via an LSTM or Transformer-based Caption Generation Module. Concurrently, an Emotion Recognition & Infusion Layer maps visual cues to appropriate emotional tones, while localized Medical and Satellite Domain Modules introduce clinical terminologies and geospatial descriptors. A final Winterprf Passing module balances factual accuracy with affective sentiment to produce fluent, domain-precise, and empathetic captions.

Disclaimer: Curated by HT Syndication.