,Robust optical flow estimation based on brightness correction fields

来源 :浙江大学学报(英文版)(C辑:计算机与电子) | 被引量 : 0次 | 上传用户:MRMAMING
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
Optical flow estimation is still an important task in computer vision with many interesting applications.However,the results obtained by most of the optical flow techniques are affected by motion discontinuities or illumination changes.In this paper,we introduce a brightness correction field combined with a gradient constancy constraint to reduce the sensibility to brightness changes between images to be estimated.The advantage of this brightness correction field is its simplicity in terms of computational complexity and implementation.By analyzing the deficiencies of the traditional total variation regularization term in weakly textured areas,we also adopt a structure-adaptive regularization based on the robust Huber norm to preserve motion discontinuities.Finally,the proposed energy functional is minimized by solving its corresponding Euler-Lagrange equation in a more effective multi-resolution scheme,which integrates the twice downsampling strategy with a support-weight median filter.Numerous experiments show that our method is more effective and produces more accurate results for optical flow estimation.
其他文献
学位
学位
学位
对大学英语教学目的规定中明确指出要培养学生具有一定的听的能力和初步的说的能力.新制定的教学基本要求中,更是把培养学生的听说能力放到了第一位,更加强调了培养学生的综
Single-channel separation (SCS) is a challenging scenario where the objective is to segregate speaker signals from their mixture with high accuracy. In this res
学位
学位
自由表现——跟随着设计的发展、设计运动的兴起而一起兴衰成败,但从未离开过设计舞台,在当今的设计中更是发挥了它的重要作用和独特的魅力。自由表现在传达功能以及审美价值