NDLI: Segmentation and Detection of Nuclei in Silver Stained Cell Specimens for Early Cancer Diagnosis

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Volume 6 - 2007

2007 IEEE International Conference on Image Processing

Chairman's welcome

Technical program overview

Technical Program Committee

Table of contents

A Novel Image Re-Indexing by Self Organizing Motor Maps

On Cluster Validity Indexes in Fuzzy and Hard Clustering Algorithms for Image Segmentation

Robust Estimation of Knee Kinematics After Total Knee Arthroplasty with Evolutional Computing Approach

Multichannel Image Decomposition by using Pseudo-Linear Haar Wavelets

Multi-Level Discrete Cosine Transform for Content-Based Image Retrieval by Support Vector Machines

Color Image Retrieval using Fuzzy Similarity Measures and Fuzzy Partitions

A Greedy Performance Driven Algorithm for Decision Fusion Learning

A Machine Learning Framework for Adaptive Combination of Signal Denoising Methods

Retinal Vessel Detection using Self-Matched Filtering

Edge Sensitive Variational Image Thresholding

A General Two-Dimensional Hidden Markov Model and its Application in Image Classification

Structural Image Segmentation with Interactive Model Generation

Segmentation and Detection of Nuclei in Silver Stained Cell Specimens for Early Cancer Diagnosis

Improved Image Segmentation using Photonic Mixer Devices

Image Matting in the Framework of Quantification IV

A Variational Approach to Exploit Prior Information in Object-Background Segregation: Application to Retinal Images

Non-Separable Wavelet-Like Lifting Structure for Image and Video Compression with Aliasing Suppression

Least-Squares Based Switched Adaptive Predictors for Lossless Video Coding

Hybrid Resolution Switching Method for Low Bit Rate Video Coding

Multiple Description Video Transcoding

Low-Drift Fixed-Point 8X8 IDCT Approximationwith 8-Bit Transform Factors

Geometry-Adaptive Block Partitioning for Intra Prediction in Image & Video Coding

A Context Modeling Scheme for Coding of Texture Refinement Information

Extended Texture Prediction for H.264/AVC Intra Coding

Noise Features for Image Tampering Detection and Steganalysis

Image Tamper Detection using Mathematical Morphology

Transform Coder Classification for Digital Image Forensics

Multi-User Collusion Behavior Forensics: Game Theoretic Formulation of Fairness Dynamics

Re-quantization Based Semi-Fragile Authentication for General Uniform Quantizer

Robust Hash for Detecting and Localizing Image Tampering

Stream Authentication Based on Generlized Butterfly Graph

Identifying Common Source Digital Camera from Image Pairs

On the Detection of Temporal Field Order in Interlaced Video Data

Dominant Sets-Based Action Recognition using Image Sequence Matching

EKF Based Pose Estimation using Two Back-to-Back Stereo Pairs

A Multi-Layer MRF Model for Object-Motion Detection in Unregistered Airborne Image-Pairs

Tracking by Combining Photometric Normalization and Color Invariants According to their Relevance

MuFeSaC: Learning When to Use Which Feature Detector

Direct Motion Estimation in the Radon Transform Domain using Match-Profile Backprojections

Accurate Dynamic Scene Model for Moving Object Detection

Multiscale Random Projections for Compressive Classification

Fast Computation of Zernike Moments For Rice Sorting System

A Shape Detection Method Based on the Radial Symmetry Nature and Direction-Discriminated Voting

Recognizing 3D Objects using Ray-Triangle Intersection Distances

Image Recognition for Mobile Applications

Propagating Image-Level Part Statistics to Enhance Object Detection

Nighttime Pedestrian Detection with Near Infrared using Cascaded Classifiers

Detection of the Groove Position in Phonographic Images

Synchronization of Processed Audio-Video Signals using Time-Stamps

RASCor: Realtime Associative Stereo Correspondence

Driver Distraction Detection with a Camera Vision System

DSP Implementation of Deblocking Filter for AVS

Design and Implementation of a Real-Time Global Tone Mapping Processor for High Dynamic Range Video

A High Throughput Encoder for High Dynamic Range Images

Two Level Cost-Quality Optimization of 9-7 Lifting-Based Discrete Wavelet Transform

Kullback-Leibler Distance Optimization for Non-rigid Registration of Echo-Planar to Structural Magnetic Resonance Brain Images

The Correction of EPI-induced Geometric Distortions and Their Evaluation

A Phase-Based Image Registration Algorithm for Dental Radiograph Identification

Multiscale Variance-Stabilizing Transform for Mixed-Poisson-Gaussian Processes and its Applications in Bioimaging

A Global-to-Local 2D Shape Registration in Implicit Spaces using Level Sets

3D Fluorescent Spots Detection in Line-Scanning Confocal Microscopy

Efficient Acquisition and Learning of Fluorescence Microscope Data Models

A Statistical Approach for Intensity Loss Compensation of Confocal Microscopy Images

Ca2+ Sparks Detection and Classification using Gaussian-Mexican Hat Wavelet

Joint Localization and Parameter Estimation for Localized Calcium Release Events in Video Microscopy

Breast Delineation using Active Contours to Facilitate Coregistration of Serial MRI Studies for Therapy Response Evaluation

DNA Microarray Image Intensity Extraction using Eigenspots

Effective Denoising of 2D Gel Proteomics Images using Contourlets

Segmenting Microarray Image Spots using an Active Contour Approach

Automatic Segmentation of Skin Lesion Images using Evolutionary Strategy

Biomedical Image Segmentation Based on Shape Stability

Tracing Curvilinear Structures in Live Cell Images

Hierarchical Feature Fusion for Visual Tracking

Incorporation of Texture Information for Joint Spatio-Temporal Probabilistic Video Object Segmentation

Detection of Wipes and Digital Video Effects Based on a Pattern-Independent Model of Image Boundary Line Characteristics

Motion-Based Video Object Tracking in the Compressed Domain

A Generic Process Chain to Extract Key-Objects from Video Shots

Outer-Layer Based Tracking using Entropy as a Similarity Measure

A High Dimensional Framework for Joint Color-Spatial Segmentation

Fast Time-Space Tracking of Smoothly Moving Fine Structures in Image Sequences

Background Modeling Based on Subpixel Edges

Epipolar Curve Tracking in 3-D

Toward an Optimal Solution for Multitarget Tracking

A Novel Video Parsing Algorithm Utilizing the Pleasure-Arousal-Dominance Emotional Information

Searching Human Behaviors using Spatial-Temporalwords

Wavelet-Based Texture Retrieval using Independent Component Analysis

Dual-Layer Visual Vocabulary Tree Hypotheses for Object Recognition

Detecting Contour Saliences using Tensor Scale

Information-Based Color Feature Representation for Image Classification

View-Based Web Page Retrieval using Interactive Sketch Query

Skeleton-Based Tornado Hook Echo Detection

Dominant Color Structure Descriptor for Image Retrieval

Faithful Shape Representation for 2D Gaussian Mixtures

A New Descriptor for 2D Depth Image Indexing and 3D Model Retrieval

A Knowledge Structuring Technique for Image Classification

Adaptive Cluster-Distance Bounding for Nearest Neighbor Search in Image Databases

A Wavelet-Based Noise-Aware Method for Fusing Noisy Imagery

Finding Familiar Objects and their Depth from a Single Image

Distance Measurement in Panorama

Universal Camera Calibration with Automatic Distortion Model Selection

GPS, GIS and Video Registration for Building Reconstruction

Video Modeling by Spatio-Temporal Resampling and Bayesian Fusion

Fusion Methods for Side Information Generation in Multi-View Distributed Video Coding Systems

Motion-Based Side-Information Generation for a Scalable Wyner-Ziv Video Coder

Distributed Video Coding with Shared Encoder/Decoder Complexity

Distributed Compression of Multi-View Images using a Geometrical Coding Approach

Dynamic Key Block Decision with Spatio-Temporal Analysis for Wyner-Ziv Video Coding

Graph Theoretical Optimization of Prediction Structure in Multiview Video Coding

An Efficient Lifting Structure of Biorthogonal Filter Banks for Lossless Image Coding

Optimal Pruning Quad-Tree Block-Based Binary Shape Coding

An Efficient Shape Representation and Description Technique

Block Based Extra/Inter-Polating Prediction for Intra Coding

Analysis of the Decoding-Complexity of Compressed Image-Based Scene Representations

Compression Optimized Tracing of Digital Curves using Graph Theory

Fast Principal Component Analysis using Eigenspace Merging

Coding Gain and Tuning for Parametrized Visual Quality Metrics

Low Power Lookup Tables for Huffman Decoding

Encoding Parameter Estimation for RDTC Optimized Compression and Streaming of Image-Based Scene Representations

A New Spatial Activity Metric for Film Contents

Buffer Constrained Proactive Dynamic Voltage Scaling for Video Decoding Systems

A Simplified Dual-Bitstream MPEG Video Streaming System with VCR Functionalities

Conditional Access to H.264/AVC Video by Means of Redundant Slices

Adaptive Streaming of Scalable Stereoscopic Video Over DCCP

Analysis of IEEE 802.11N-Like Transmission Techniques with and Without Prior CSI for Video Applications

Distributed Rate-Distortion Optimization for Rateless Coded Scalable Video in Mobile Ad Hoc Networks

Distributed Rate Allocation and Performance Optimization for Video Communication Over Mesh Networks

Design of an Active Set Top Box in a Wireless Network for Scalable Streaming Services

Fine Grain Adaptive FEC (FGA-FEC) Over Wireless Networks

Multiple Description Image Codingwith Prediction Compensation

Optimal Joint Source-Channel Coding using Unequal Error Protection for the Scalable Extension of H.264/MPEG-4 AVC

Error Robustness Scheme for Scalable Video Based on the Concatenation of LDPC and Turbo Codes

Two-Way Video Communication Based on Network Coding

Design of a Monochromatic Pattern for a Robust Structured Light Coding

Automatically Computed Markers for the 3D Watershed Segmentation

3D Protein Classification using Topological, Geometrical and Biological Information

Sound from Gramophone Record Groove Surface Orientation

Epipolar Spaces and Optimal Sampling Strategies

Epipolar Spaces for Active Binocular Vision Systems

Registration and Matching of Perspective Surface Normal Maps

Arbitrarily-Shaped Window Based Stereo Matching using the Go-Light Optimization Algorithm

An Efficient Method for the Detection of Projected Concentric Circles

Depth Map Estimation using a Robust Focus Measure

Fast Variable Center-Biased Windowing for High-Speed Stereo on Programmable Graphics Hardware

An Image-Based Rendering (IBR) Approach for Realistic Stereo View Synthesis of TV Broadcast Based on Structure from Motion

Volume 5 - 2007

Volume 4 - 2007

Volume 3 - 2007

Volume 2 - 2007

Volume 1 - 2007

2006 International Conference on Image Processing

IEEE International Conference on Image Processing 2005

2004 International Conference on Image Processing, 2004. ICIP '04.

Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429)

Proceedings. International Conference on Image Processing

Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205)

Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101)

Proceedings 1999 International Conference on Image Processing (Cat. 99CH36348)

Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269)

Proceedings of International Conference on Image Processing

Proceedings of 3rd IEEE International Conference on Image Processing

Proceedings., International Conference on Image Processing

Proceedings of 1st International Conference on Image Processing

Segmentation and Detection of Nuclei in Silver Stained Cell Specimens for Early Cancer Diagnosis

Content Provider	IEEE Xplore Digital Library
Author	Bell, A.A. Herberich, G. Meyer-Ebrecht, D. Bocking, A. Aach, T.
Copyright Year	2007
Description	Author affiliation: RWTH Aachen Univ., Aachen (Bell, A.A.; Herberich, G.; Meyer-Ebrecht, D.)
Abstract	For successful cure, cancer has to be detected as early as possible. Since cancer starts from a single cell, this can best be done using cytopathological methods. One important diagnostically relevant measure is the proliferation rate of the cells, which can be estimated from segmented silver stained nuclei. However, the microscopy images of silver stained specimens vary strongly in intensity and contrast and are furthermore compromised by an overall texture. We show that a precise segmentation of the nuclei is possible using a two-step approach. First, an oversegmentation with the mean shift algorithm is obtained. In a second step, these regions are merged to objects, guided by a suitable shape model, viz an ellipse, but simultaneously allowing deviations from this shape model. The segmentation results are compared to a gold standard of 8617 nuclei from 23 specimens of the thyroid gland, achieving a mean areal segmentation error of DeltaA $macr_{nucleus}$ = $12mum^{2}$ per nucleus.
File Size	255944
File Format	PDF
ISBN	9781424414369
ISSN	15224880
DOI	10.1109/ICIP.2007.4379518
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2007-09-16
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Cancer detection Silver Image segmentation Microscopy Shape Clustering algorithms Biomedical measurements Nuclear measurements Glands Area measurement region grouping silver stain microscopy images nuclear segmentation mean shift algorithm
Content Type	Text
Resource Type	Article

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