Depth map generation by image classification

نویسندگان

  • Sebastiano Battiato
  • Salvatore Curti
  • Marco La Cascia
  • Marcello Tortora
  • Emiliano Scordato
چکیده

This paper presents a novel and fully automatic technique to estimate depth information from a single input image. The proposed method is based on a new image classification technique able to classify digital images (also in Bayer pattern format) as indoor, outdoor with geometric elements or outdoor without geometric elements. Using the information collected in the classification step a suitable depth map is estimated. The proposed technique is fully unsupervised and is able to generate depth map from a single view of the scene, requiring low computational resources.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Automatic Generation of 3d Machining Surfaces with Tool Compensation from Graylevel Image Models

The paper presents a theoretical approach and implementing issue for automatic CNC toolpath generation using morphological image processing operators applied to depth map images. This method allows computing cutter compensation for various end mill shapes. Roughing is made using zigzag cuts with a flat end mill, and finishing is done with isoparametric toolpaths using various rounded end mills....

متن کامل

''6whuhrvfrslff,pdjhh3dluve\\'hswk0ds*hqhudwlrq Odfdvfld#xqlsdlww $evwudfww ,pdjhsuhsurfhvvlqj

Actually to generate a 3D view starting from a single view image different tools are required. These are not fully automatic application and require expensive computational resources. This paper presents a single framework aimed to obtain the stereoscopic view avoiding the user interaction and reducing the computation complexity. Moreover the depth map generation step is able to work directly o...

متن کامل

Depth Map Generation Using Local Depth Hypothesis for 2d-to-3d Conversion

A single two dimensional (2D) image does not contain depth information. An infinite number of points in the three dimensional (3D) space are projected to the same point in the image plane. But a single 2D image has some monocular depth cues, by which we can make a hypothesis of depth variation in the image to generate a depth map. This paper proposes an interactive method of depth map generatio...

متن کامل

Development of Stereoscopic Image Editing Tool using Image-Based Modeling

In recent years, techniques have shown an increased interest in research and development related to stereoscopic imaging. However, unlike 2D image, stereoscopic image is generated by generally 3D geometric information. Therefore, the lack of 3D geometric information sometimes imposes restrictions or makes editing more tedious. In this work, we overcome some of these limitations and present a ne...

متن کامل

3d Stereoscopic Image Generation from Monocular View in Structured Environments

With the rapid growing need for 3D image generation, distribution and display as well as the large repository of 2D images in the Internet, creating 3D stereoscopic images from 2D images has becoming an important and urgent issue in recent years. The key step in conversion from 2D to 3D is depth map generation. For the step of depth map generation, most existing methods are based on focus & blu...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2004