This dataset is a unique collection of high-quality movie and series poster images from IMDB, meticulously handpicked to represent their respective genres accurately. Accompanying these images are detailed plot summaries, each containing more than 150 words, providing rich textual data for analysis. The dataset focuses on four primary genres: Action, Comedy, Horror, and Romance. The combination of visual and textual data makes this dataset ideal for multimodal analysis and genre classification tasks. It offers an excellent opportunity for researchers and enthusiasts to delve into the world of movies and series, explore genre characteristics, and develop models that can understand and predict genre based on visual cues and plot descriptions. This dataset is a valuable resource for anyone interested in film studies, machine learning, and data science.