195 citations · 424 across the 13 of their papers we have counts for
11 papers · 1 filter
Distribution-aware Margin Calibration for Medical Image Segmentation
Zhibin Li, Litao Yu, Jian Zhang
The Jaccard index, also known as Intersection-over-Union (IoU score), is one of the most critical evaluation metrics in medical image segmentation. However, directly optimizing the…
Towards Better Graph Representation: Two-Branch Collaborative Graph Neural Networks for Multimodal Marketing Intention Detection
Lu Zhang, Jian Zhang, Zhibin Li +1
Inspired by the fact that spreading and collecting information through the Internet becomes the norm, more and more people choose to post for-profit contents (images and texts) in…
Low-Rank Pairwise Alignment Bilinear Network For Few-Shot Fine-Grained Image Classification
Huaxi Huang, Junjie Zhang, Jian Zhang +2
Deep neural networks have demonstrated advanced abilities on various visual classification tasks, which heavily rely on the large-scale training samples with annotated ground-truth…
Extracting Visual Knowledge from the Internet: Making Sense of Image Data
Yazhou Yao, Jian Zhang, Xiansheng Hua +2
Recent successes in visual recognition can be primarily attributed to feature representation, learning algorithms, and the ever-increasing size of labeled training data. Extensive…
Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification
Guodong Ding, Salman Khan, Zhenmin Tang +2
Person re-identification aims to establish the correct identity correspondences of a person moving through a non-overlapping multi-camera installation. Recent advances based on dee…
Towards Locally Consistent Object Counting with Constrained Multi-stage Convolutional Neural Networks
Muming Zhao, Jian Zhang, Chongyang Zhang +1
High-density object counting in surveillance scenes is challenging mainly due to the drastic variation of object scales. The prevalence of deep learning has largely boosted the obj…
Deep Bi-Dense Networks for Image Super-Resolution
Yucheng Wang, Jialiang Shen, Jian Zhang
This paper proposes Deep Bi-Dense Networks (DBDN) for single image super-resolution. Our approach extends previous intra-block dense connection approaches by including novel inter-…
Multi-pseudo Regularized Label for Generated Data in Person Re-Identification
Yan Huang, Jinsong Xu, Qiang Wu +3
Sufficient training data normally is required to train deeply learned models. However, due to the expensive manual process for labelling large number of images, the amount of avail…
Exploiting Web Images for Dataset Construction: A Domain Robust Approach
Yazhou Yao, Jian Zhang, Fumin Shen +3
Labelled image datasets have played a critical role in high-level image understanding. However, the process of manual labelling is both time-consuming and labor intensive. To reduc…
A coarse-to-fine algorithm for registration in 3D street-view cross-source point clouds
Xiaoshui Huang, Jian Zhang, Qiang Wu +2
With the development of numerous 3D sensing technologies, object registration on cross-source point cloud has aroused researchers' interests. When the point clouds are captured fro…
Abrupt Motion Tracking via Nearest Neighbor Field Driven Stochastic Sampling
Tianfei Zhou, Yao Lu, Feng Lv +3
Stochastic sampling based trackers have shown good performance for abrupt motion tracking so that they have gained popularity in recent years. However, conventional methods tend to…