A method for managing evidential reasoning in a hierarchical hypothesis space
Artificial Intelligence
Connectionist models and parallelism in high level vision
Computer Vision, Graphics, and Image Processing
Fusion, propagation, and structuring in belief networks
Artificial Intelligence
Representation of Uncertainty in Computer Vision Using Fuzzy Sets
IEEE Transactions on Computers
A methodology for the development of general knowledge-based vision systems
Vision, brain, and cooperative computation
Fuzzy sets and applications
Fuzzy sets, uncertainty, and information
Fuzzy sets, uncertainty, and information
On ordered weighted averaging aggregation operators in multicriteria decisionmaking
IEEE Transactions on Systems, Man and Cybernetics
Integrated Analysis of Thermal and Visual Images for Scene Interpretation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Integrating vision and touch for object recognition tasks
International Journal of Robotics Research - Special Issue on Sensor Data Fusion
International Journal of Robotics Research - Special Issue on Sensor Data Fusion
Uncertainty management in a pyramid vision system
International Journal of Approximate Reasoning
A multi-level organization for problem solving using many, diverse, cooperating sources of knowledge
IJCAI'75 Proceedings of the 4th international joint conference on Artificial intelligence - Volume 1
Decisions and evaluations by hierarchical aggregation of information
Fuzzy Sets and Systems
Experiments in Intensity Guided Range Sensing Recognition of Three-Dimensional Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Modular Computer Vision System for Picture Segmentation and Interpretation
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Theoretical Comparison of Texture Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Plan recognition for context sensitive help
IUI '93 Proceedings of the 1st international conference on Intelligent user interfaces
Neural-Fuzzy Models for Multispectral Image Analysis
Applied Intelligence
Fuzzy Sets and Systems - Fuzzy systems
Fuzzy aggregation and averaging for group decision making: A generalization and survey
Knowledge-Based Systems
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A new methodology based on fuzzy-set-theoretic connectives to achieve information fusion in computer vision systems is introduced. The proposed scheme may be treated as a neural network in which fuzzy aggregation functions are used as activation functions. The scheme involves generating degrees of satisfaction (memberships) of various decision criteria and aggregating the memberships in a hierarchical network. The nature and the parameters of the aggregation connectives are learnt through neural network training procedures. We present techniques to determine the structure of such networks when this structure is only approximately known. These techniques also provide a mechanism for selecting powerful features and discarding irrelevant features via the detection of redundancies. Another attractive feature of the proposed approach is that the networks that result after training can be interpreted as a set of ''rules'' that may be used for decision making. Applications of this method in various computer vision tasks are presented.