V-PROM: A Benchmark for Visual Reasoning Using Visual Progressive Matrices

29 Jul 2019Damien TeneyPeng WangJiewei CaoLingqiao LiuChunhua ShenAnton van den Hengel

One of the primary challenges faced by deep learning is the degree to which current methods exploit superficial statistics and dataset bias, rather than learning to generalise over the specific representations they have experienced. This is a critical concern because generalisation enables robust reasoning over unseen data, whereas leveraging superficial statistics is fragile to even small changes in data distribution... (read more)

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