Statistical Challenges with Dataset Construction: Why You Will Never Have Enough Images

Josh Goldman, John K. Tsotsos

Deep neural networks have achieved impressive performance on many computer vision benchmarks in recent years. However, can we be confident that impressive performance on benchmarks…