activity
20092021
most citedThe Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification

415 citations · 616 across the 18 of their papers we have counts for

collaborators

18 papers

cs.CV2021★ 118 cited

Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification

Mingkun Li, Chun-Guang Li, Jun Guo

Unsupervised person re-identification (Re-ID) aims to match pedestrian images from different camera views in unsupervised setting. Existing methods for unsupervised person Re-ID ar…

cs.CV2020★ 1 cited

Knowledge Transfer Based Fine-grained Visual Classification

Siqing Zhang, Ruoyi Du, Dongliang Chang +2

Fine-grained visual classification (FGVC) aims to distinguish the sub-classes of the same category and its essential solution is to mine the subtle and discriminative regions. Conv…

cs.LG2020★ 12 cited

DS-UI: Dual-Supervised Mixture of Gaussian Mixture Models for Uncertainty Inference

Jiyang Xie, Zhanyu Ma, Jing-Hao Xue +2

This paper proposes a dual-supervised uncertainty inference (DS-UI) framework for improving Bayesian estimation-based uncertainty inference (UI) in deep neural network (DNN)-based…

cs.CV2020

Fine-Grained Instance-Level Sketch-Based Video Retrieval

Peng Xu, Kun Liu, Tao Xiang +4

Existing sketch-analysis work studies sketches depicting static objects or scenes. In this work, we propose a novel cross-modal retrieval problem of fine-grained instance-level ske…

cs.CV2020★ 415 cited

The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification

Dongliang Chang, Yifeng Ding, Jiyang Xie +6

Key for solving fine-grained image categorization is finding discriminate and local regions that correspond to subtle visual traits. Great strides have been made, with complex netw…

cs.LG2019

Scalable NAS with Factorizable Architectural Parameters

Lanfei Wang, Lingxi Xie, Tianyi Zhang +2

Neural Architecture Search (NAS) is an emerging topic in machine learning and computer vision. The fundamental ideology of NAS is using an automatic mechanism to replace manual des…