675 citations · 1.7k across the 27 of their papers we have counts for
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cs.LG2023★ 8 cited
Make the U in UDA Matter: Invariant Consistency Learning for Unsupervised Domain Adaptation
Zhongqi Yue, Hanwang Zhang, Qianru Sun
Domain Adaptation (DA) is always challenged by the spurious correlation between domain-invariant features (e.g., class identity) and domain-specific features (e.g., environment) th…
cs.CV2023
Freestyle Layout-to-Image Synthesis
Han Xue, Zhiwu Huang, Qianru Sun +2
Typical layout-to-image synthesis (LIS) models generate images for a closed set of semantic classes, e.g., 182 common objects in COCO-Stuff. In this work, we explore the freestyle…
cs.CV2023★ 4 cited
Extracting Class Activation Maps from Non-Discriminative Features as well
Zhaozheng Chen, Qianru Sun
Extracting class activation maps (CAM) from a classification model often results in poor coverage on foreground objects, i.e., only the discriminative region (e.g., the "head" of "…