A Computational Approach to Edge Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Networks
Introduction to the theory of neural computation
Introduction to the theory of neural computation
Multisensor image fusion using the wavelet transform
Graphical Models and Image Processing
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
Image fusion using steerable dyadic wavelet transform
ICIP '95 Proceedings of the 1995 International Conference on Image Processing (Vol. 3)-Volume 3 - Volume 3
ICIP '95 Proceedings of the 1995 International Conference on Image Processing (Vol. 3)-Volume 3 - Volume 3
Texture classification and segmentation using wavelet frames
IEEE Transactions on Image Processing
A region-based multi-sensor image fusion scheme using pulse-coupled neural network
Pattern Recognition Letters
Evaluation of focus measures in multi-focus image fusion
Pattern Recognition Letters
A region-based multi-sensor image fusion scheme using pulse-coupled neural network
Pattern Recognition Letters
Image and Vision Computing
Image Fusion Algorithm Using RBF Neural Networks
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Feature space and metric measures for fusing multisensor images
International Journal of Remote Sensing
Multifocus image fusion using the nonsubsampled contourlet transform
Signal Processing
IEEE Transactions on Image Processing
Multi-focus Image Fusion Based on Fuzzy and Wavelet Transform
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Multi-focus image fusion using PCNN
Pattern Recognition
Fusion of multi-focus images using differential evolution algorithm
Expert Systems with Applications: An International Journal
Medical image fusion via an effective wavelet-based approach
EURASIP Journal on Advances in Signal Processing
Image fusion algorithm based on local correlation in wavelet domain
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Fuzzy image fusion based on modified Self-Generating Neural Network
Expert Systems with Applications: An International Journal
Multi-focus image fusion based on SOFM neural networks and evolution strategies
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
Multifocus image fusion and denoising: A variational approach
Pattern Recognition Letters
Fusion of gray scale images using Self Organizing Feature Maps
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Multi-focus image fusion based on the neighbor distance
Pattern Recognition
Image matting for fusion of multi-focus images in dynamic scenes
Information Fusion
Multi-focus thermal image fusion
Pattern Recognition Letters
Mutual spectral residual approach for multifocus image fusion
Digital Signal Processing
Spiking cortical model for multifocus image fusion
Neurocomputing
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Optical lenses, particularly those with long focal lengths, suffer from the problem of limited depth of field. Consequently, it is often difficult to obtain good focus for all objects in the picture. One possible solution is to take several pictures with different focus points, and then combine them together to form a single image. This paper describes an application of artificial neural networks to this pixel level multifocus image fusion problem based on the use of image blocks. Experimental results show that the proposed method outperforms the discrete wavelet transform based approach, particularly when there is a movement in the objects or misregistration of the source images.