Matthew Gwilliam

Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning

2022 · arXiv (Cornell University)

By leveraging contrastive learning, clustering, and other pretext tasks, unsupervised methods for learning image representations have reached impressive results on standard benchmarks. The result has been a crowded field - many methods with substantially different …