From d3a2bff056b9ff2dad7592c3a5e81a1c852d7077 Mon Sep 17 00:00:00 2001 From: Madesh M <128010884+madesh6554@users.noreply.github.com> Date: Sat, 14 Sep 2024 10:34:04 +0530 Subject: [PATCH] Create README.md --- README.md | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 0000000..1f5883a --- /dev/null +++ b/README.md @@ -0,0 +1,23 @@ +Image Caption Generator +Project Overview +This repository contains the code for an Image Caption Generator that leverages deep learning techniques to automatically generate descriptive captions for images. The project integrates computer vision and natural language processing to build a model capable of understanding visual content and producing coherent textual descriptions. + +Project Details +Objective: Develop a model that can automatically generate captions for images using Convolutional Neural Networks (CNNs) for feature extraction and Long Short-Term Memory (LSTM) networks for generating captions. +Dataset: The model is trained on a large dataset of images paired with corresponding captions. +Components: +Feature Extraction: CNNs are used to extract visual features from images. +Caption Generation: LSTM networks are employed to generate textual descriptions based on the extracted features. +Data Preparation: Includes image preprocessing and data augmentation to enhance model performance. +Evaluation: Model performance is evaluated using metrics such as BLEU score to ensure high-quality caption generation. +Skills and Technologies +Deep Learning: TensorFlow, Keras +Computer Vision: Convolutional Neural Networks (CNNs) +Natural Language Processing: Long Short-Term Memory (LSTM) networks +Programming Language: Python +Data Handling: Image Preprocessing, Data Augmentation +Model Evaluation: BLEU Score +About Me +My name is Madesh M. I am currently pursuing an M.Sc. in Data Science at Periyar University, Salem, Tamil Nadu. I am passionate about leveraging data to drive decision-making and solve complex problems. This project reflects my interest in combining computer vision and natural language processing to create practical and innovative solutions. + +Getting Started