The WHOOPS! art gallery presents 500 AI-generated images that challenge common sense perceptions. Resulting from a collaboration between AI researchers and human designers, the collection underscores disparities in visual commonsense reasoning between machines and humans. While humans readily identify the anomalies, contemporary AI models struggle, highlighting gaps in AI understanding. This study offers insights into the evolving interplay between human cognition, art, and artificial intelligence.