Search Results for author: Wenbin Zou

Found 12 papers, 3 papers with code

DPR-CAE: Capsule Autoencoder with Dynamic Part Representation for Image Parsing

no code implementations30 Apr 2021 Canqun Xiang, Zhennan Wang, Wenbin Zou, Chen Xu

Parsing an image into a hierarchy of objects, parts, and relations is important and also challenging in many computer vision tasks.

Object Classification

Temporal Pyramid Network for Pedestrian Trajectory Prediction with Multi-Supervision

no code implementations3 Dec 2020 Rongqin Liang, Yuanman Li, Xia Li, Yi Tang, Jiantao Zhou, Wenbin Zou

Predicting human motion behavior in a crowd is important for many applications, ranging from the natural navigation of autonomous vehicles to intelligent security systems of video surveillance.

Autonomous Vehicles Pedestrian Trajectory Prediction +1

Fast Video Salient Object Detection via Spatiotemporal Knowledge Distillation

no code implementations20 Oct 2020 Yi Tang, Yuanman Li, Wenbin Zou

In this paper, to simplify the network and maintain the accuracy, we present a lightweight network tailored for video salient object detection through the spatiotemporal knowledge distillation.

Knowledge Distillation Optical Flow Estimation +2

MMA Regularization: Decorrelating Weights of Neural Networks by Maximizing the Minimal Angles

1 code implementation NeurIPS 2020 Zhennan Wang, Canqun Xiang, Wenbin Zou, Chen Xu

Extensive experiments demonstrate that MMA regularization is able to enhance the generalization ability of various modern models and achieves considerable performance improvements on CIFAR100 and TinyImageNet datasets.

Face Verification

SAIS: Single-stage Anchor-free Instance Segmentation

no code implementations3 Dec 2019 Canqun Xiang, Shishun Tian, Wenbin Zou, Chen Xu

In this paper, we propose a simple yet efficientinstance segmentation approach based on the single-stage anchor-free detector, termed SAIS.

Instance Segmentation Semantic Segmentation

Quality Assessment of DIBR-synthesized views: An Overview

no code implementations16 Nov 2019 Shishun Tian, Lu Zhang, Wenbin Zou, Xia Li, Ting Su, Luce Morin, Olivier Deforges

In this paper, we provide a comprehensive survey on various current approaches for DIBR-synthesized views.

Virtual Reality

PR Product: A Substitute for Inner Product in Neural Networks

1 code implementation ICCV 2019 Zhennan Wang, Wenbin Zou, Chen Xu

In this paper, we analyze the inner product of weight vector w and data vector x in neural networks from the perspective of vector orthogonal decomposition and prove that the direction gradient of w decreases with the angle between them close to 0 or {\pi}.

General Classification Image Captioning +1

Compression of phase-only holograms with JPEG standard and deep learning

no code implementations11 Jun 2018 Shuming Jiao, Zhi Jin, Chenliang Chang, Changyuan Zhou, Wenbin Zou, Xia Li

It is a critical issue to reduce the enormous amount of data in the processing, storage and transmission of a hologram in digital format.

Review on Optical Image Hiding and Watermarking Techniques

no code implementations16 Apr 2018 Shuming Jiao, Changyuan Zhou, Yishi Shi, Wenbin Zou, Xia Li

Information security is a critical issue in modern society and image watermarking can effectively prevent unauthorized information access.

An End-to-End Deep Learning Histochemical Scoring System for Breast Cancer Tissue Microarray

no code implementations19 Jan 2018 Jingxin Liu, Bolei Xu, Chi Zheng, Yuanhao Gong, Jon Garibaldi, Daniele Soria, Andew Green, Ian O. Ellis, Wenbin Zou, Guoping Qiu

To the best of our knowledge, this is the first end-to-end system that takes a TMA image as input and directly outputs a clinical score.

Decision Making

HARF: Hierarchy-Associated Rich Features for Salient Object Detection

no code implementations ICCV 2015 Wenbin Zou, Nikos Komodakis

This leads to a rich feature representation, which is able to represent the context of the whole object/background and is much more discriminative as well as robust for salient object detection.

RGB Salient Object Detection Saliency Prediction +1

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