activity
20192023
most citedMemory Replay with Data Compression for Continual Learning

39 citations · 104 across the 16 of their papers we have counts for

collaborators
Showing 2019Show all

8 papers · 1 filter

cs.CV2019

To See in the Dark: N2DGAN for Background Modeling in Nighttime Scene

Zhenfeng Zhu, Yingying Meng, Deqiang Kong +3

Due to the deteriorated conditions of \mbox{illumination} lack and uneven lighting, nighttime images have lower contrast and higher noise than their daytime counterparts of the sam…

cs.LG2019★ 4 cited

Distribution-induced Bidirectional Generative Adversarial Network for Graph Representation Learning

Shuai Zheng, Zhenfeng Zhu, Xingxing Zhang +3

Graph representation learning aims to encode all nodes of a graph into low-dimensional vectors that will serve as input of many compute vision tasks. However, most existing algorit…

cs.LG2019★ 1 cited

Understand Dynamic Regret with Switching Cost for Online Decision Making

Yawei Zhao, Qian Zhao, Xingxing Zhang +3

As a metric to measure the performance of an online method, dynamic regret with switching cost has drawn much attention for online decision making problems. Although the sublinear…

cs.CV2019

Defensive Few-shot Learning

Wenbin Li, Lei Wang, Xingxing Zhang +4

This paper investigates a new challenging problem called defensive few-shot learning in order to learn a robust few-shot model against adversarial attacks. Simply applying the exis…

cs.CV2019

ProLFA: Representative Prototype Selection for Local Feature Aggregation

Xingxing Zhang, Zhenfeng Zhu, Yao Zhao

Given a set of hand-crafted local features, acquiring a global representation via aggregation is a promising technique to boost computational efficiency and improve task performanc…

cs.CV2019★ 3 cited

Hierarchical Prototype Learning for Zero-Shot Recognition

Xingxing Zhang, Shupeng Gui, Zhenfeng Zhu +2

Zero-Shot Learning (ZSL) has received extensive attention and successes in recent years especially in areas of fine-grained object recognition, retrieval, and image captioning. Key…

cs.CV2019★ 3 cited

ATZSL: Defensive Zero-Shot Recognition in the Presence of Adversaries

Xingxing Zhang, Shupeng Gui, Zhenfeng Zhu +2

Zero-shot learning (ZSL) has received extensive attention recently especially in areas of fine-grained object recognition, retrieval, and image captioning. Due to the complete lack…

cs.LG2019★ 1 cited

Convolutional Prototype Learning for Zero-Shot Recognition

Zhizhe Liu, Xingxing Zhang, Zhenfeng Zhu +3

Zero-shot learning (ZSL) has received increasing attention in recent years especially in areas of fine-grained object recognition, retrieval, and image captioning. The key to ZSL i…