Artificial Intelligence for Multimedia Signal Processing

Price: $78.63 – $67.67
(as of Dec 27,2024 06:09:21 UTC – Details)

Publisher ‏ : ‎ Mdpi AG (August 11, 2022)
Language ‏ : ‎ English
Hardcover ‏ : ‎ 212 pages
ISBN-10 ‏ : ‎ 303654965X
ISBN-13 ‏ : ‎ 978-3036549651
Item Weight ‏ : ‎ 1.45 pounds
Dimensions ‏ : ‎ 6.69 x 0.69 x 9.61 inches

Artificial Intelligence (AI) has revolutionized the field of multimedia signal processing, offering advanced solutions for analyzing, enhancing, and manipulating multimedia content. From image and video recognition to speech and audio processing, AI technologies have significantly improved the efficiency and accuracy of multimedia signal processing tasks.

One of the key areas where AI has made a significant impact is in image and video analysis. AI algorithms, such as convolutional neural networks (CNNs) and recurrent neural networks (RNNs), have been trained on massive datasets to recognize objects, scenes, and patterns in images and videos with remarkable accuracy. This has enabled applications such as facial recognition, object tracking, and content-based image retrieval to be more reliable and effective.

In the realm of speech and audio processing, AI has also played a crucial role in developing advanced algorithms for speech recognition, speaker identification, and audio classification. Deep learning models, such as long short-term memory (LSTM) networks and transformer models, have been used to achieve state-of-the-art performance in these tasks, making voice-controlled devices and automatic speech transcription systems more robust and reliable.

Moreover, AI has been instrumental in developing innovative techniques for content generation and manipulation in multimedia signal processing. Generative adversarial networks (GANs) and variational autoencoders (VAEs) have been used to create realistic images and videos, as well as to enhance the quality of multimedia content through super-resolution and denoising techniques.

Overall, the integration of AI technologies in multimedia signal processing has paved the way for more efficient, accurate, and intelligent multimedia applications. As AI continues to advance, we can expect even more groundbreaking developments in this field, leading to enhanced multimedia experiences for users across various domains.
#Artificial #Intelligence #Multimedia #Signal #Processing