This problem is naturally not unique to our biological brains. In fact, despite the excellent functioning of CNNs for many visual tasks, this problem of neural network pareidolia is one that computer vision researchers are always trying to solve. As we noted, CNNs learn to classify images through learning an assortment of filters that pick up useful features, capable of breaking down the input image in a probabilistic manner. However, the features learned by these filters do not represent all the information present in a given image. The orientation of these features, with respect to one another, matters just as much! The presence of two eyes, lips, and a nose does not inherently constitute the essence of a face. Rather, it's the spatial arrangement of these elements within an image that makes the face in question:
- Tech Categories
- Best Sellers
- New Releases
- Books
- Videos
- Audiobooks
Tech Categories Popular Audiobooks
- Articles
- Newsletters
- Free Learning
You're reading from Hands-On Neural Networks with Keras
Niloy Purkait is a technology and strategy consultant by profession. He currently resides in the Netherlands, where he offers his consulting services to local and international companies alike. He specializes in integrated solutions involving artificial intelligence, and takes pride in navigating his clients through dynamic and disruptive business environments. He has a masters in Strategic Management from Tilburg University, and a full specialization in data science from Michigan University. He has advanced industry grade certifications from IBM, in subjects like signal processing, cloud computing, machine and deep learning. He is also perusing advanced academic degrees in several related fields, and is a self-proclaimed lifelong learner.
Read more about Niloy Purkait
Unlock this book and the full library FREE for 7 days
Author (1)
Niloy Purkait is a technology and strategy consultant by profession. He currently resides in the Netherlands, where he offers his consulting services to local and international companies alike. He specializes in integrated solutions involving artificial intelligence, and takes pride in navigating his clients through dynamic and disruptive business environments. He has a masters in Strategic Management from Tilburg University, and a full specialization in data science from Michigan University. He has advanced industry grade certifications from IBM, in subjects like signal processing, cloud computing, machine and deep learning. He is also perusing advanced academic degrees in several related fields, and is a self-proclaimed lifelong learner.
Read more about Niloy Purkait