219 citations · 248 across the 6 of their papers we have counts for
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cs.CV2020★ 15 cited
Beyond Cats and Dogs: Semi-supervised Classification of fuzzy labels with overclustering
Lars Schmarje, Johannes Brünger, Monty Santarossa +3
A long-standing issue with deep learning is the need for large and consistently labeled datasets. Although the current research in semi-supervised learning can decrease the require…
cs.CV2020★ 219 cited
A survey on Semi-, Self- and Unsupervised Learning for Image Classification
Lars Schmarje, Monty Santarossa, Simon-Martin Schröder +1
While deep learning strategies achieve outstanding results in computer vision tasks, one issue remains: The current strategies rely heavily on a huge amount of labeled data. In man…