Can Modern Vision Models Understand the Difference Between an Object and a Look-alike?

Itay Cohen, Ethan Fetaya, Amir Rosenfeld

Recent advances in computer vision have yielded models with strong performance on recognition benchmarks; however, significant gaps remain in comparison to human perception. One su…