1.4k citations · 2.2k across the 17 of their papers we have counts for
4 papers · 1 filter
Selectivity or Invariance: Boundary-aware Salient Object Detection
Jinming Su, Jia Li, Yu Zhang +2
Typically, a salient object detection (SOD) model faces opposite requirements in processing object interiors and boundaries. The features of interiors should be invariant to strong…
Visual Attention on the Sun: What Do Existing Models Actually Predict?
Jia Li, Daowei Li, Kui Fu +1
Visual attention prediction is a classic problem that seems to be well addressed in the deep learning era. One compelling concern, however, gradually arise along with the rapidly g…
Learning from Large-scale Noisy Web Data with Ubiquitous Reweighting for Image Classification
Jia Li, Yafei Song, Jianfeng Zhu +5
Many advances of deep learning techniques originate from the efforts of addressing the image classification task on large-scale datasets. However, the construction of such clean da…
Collaborative Annotation of Semantic Objects in Images with Multi-granularity Supervisions
Lishi Zhang, Chenghan Fu, Jia Li
Per-pixel masks of semantic objects are very useful in many applications, which, however, are tedious to be annotated. In this paper, we propose a human-agent collaborative annotat…