DeepDream
DeepDream is a computer vision program created by Google researchers in 2015 that uses a convolutional neural network to transform images into dream-like hallucinations. Key facts:
- Works by over-activating features detected in a CNN model.
- Causes amplification of patterns in images fed through the net.
- Creates psychedelic, surreal imagery with objects and animals.
- Provides insight into how neural nets identify features.
- Shows capabilities and limitations of current AI systems.
- Developed as part of Google's Inceptionism project.
- Inspired creative exploration of AI and machine perception.
- Critiqued for questionable anthropomorphizing of models.
- Demonstrates risks of overinterpreting model hallucinations.
While evocative, DeepDream does not actually provide a meaningful window into neural network representations. But it strongly influenced AI art and perceptions of deep learning capabilities.
See also: