130 citations · 359 across the 19 of their papers we have counts for
3 papers · 1 filter
Rethinking Nearest Neighbors for Visual Classification
Menglin Jia, Bor-Chun Chen, Zuxuan Wu +3
Neural network classifiers have become the de-facto choice for current "pre-train then fine-tune" paradigms of visual classification. In this paper, we investigate k-Nearest-Neighb…
When in Doubt: Improving Classification Performance with Alternating Normalization
Menglin Jia, Austin Reiter, Ser-Nam Lim +2
We introduce Classification with Alternating Normalization (CAN), a non-parametric post-processing step for classification. CAN improves classification accuracy for challenging exa…
Exploring Visual Engagement Signals for Representation Learning
Menglin Jia, Zuxuan Wu, Austin Reiter +3
Visual engagement in social media platforms comprises interactions with photo posts including comments, shares, and likes. In this paper, we leverage such visual engagement clues a…