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Locally Adaptive Fusion

The locally Adaptive Fusion (LAF) is designed to combine objective quality measures. The method is more flexible and reliable than existing Machine learning systems.

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Locally Adaptive Fusion | locally-adaptive-fusion.com Reviews
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The locally Adaptive Fusion (LAF) is designed to combine objective quality measures. The method is more flexible and reliable than existing Machine learning systems.
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Locally Adaptive Fusion | locally-adaptive-fusion.com Reviews

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The locally Adaptive Fusion (LAF) is designed to combine objective quality measures. The method is more flexible and reliable than existing Machine learning systems.

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Locally Adaptive Fusion

http://www.locally-adaptive-fusion.com/links

Reliably combining quality measures. What are the challenges? How can LAF help? Locally adaptive fusion, in IEEE Transactions on Image Processing. ETRO department, Vrije Universiteit Brussel. Multimedia Forensics at ETRO.

2

Locally Adaptive Fusion - Fusion units

http://www.locally-adaptive-fusion.com/fusion-units

Reliably combining quality measures. What are the challenges? How can LAF help? In the plots below, the five fusion units are evaluated on the LIVE quality. Assessment database. By construction, the fusion units maximize the local. Prediction accuracy near their target values (resp. 0, 0.25, 0.5, 0.75, and 1). The weights that build up the fusion units varies with the positioning of the. Target value. These weight variations reveal the relative importance of the. To interpret the learned weights.

3

Locally Adaptive Fusion - Validation

http://www.locally-adaptive-fusion.com/validation

Reliably combining quality measures. What are the challenges? How can LAF help? To verify the prediction accuracy, we evaluated the LAF system on three. Subjective quality assessment databases (part A) and performed additional. Stress tests on a large, unannotated image database (part B). More details. Can be found in the corresponding paper. We compared the performance of the LAF system with one kernel-based,. One linear regression, one nonlinear regression system. Among the various. Perceptual quality ...

4

Locally Adaptive Fusion - Adaptive weighting

http://www.locally-adaptive-fusion.com/adaptive-weighting

Reliably combining quality measures. What are the challenges? How can LAF help? To obtain a single quality prediction of x. The different fusion values U. Are linearly combined. This section explains how the weights associated to. The fusion unit values are assigned. To maximize the prediction accuracy, the assigned weights should be. Indeed, the closer a fusion unit value is to its target value,. The more likely this fusion unit value is equal to the true unknown per-. All five fusion unit values. Howev...

5

Locally Adaptive Fusion - Weight optimization

http://www.locally-adaptive-fusion.com/weight-optimization

Reliably combining quality measures. What are the challenges? How can LAF help? Each fusion unit U. Do not change any more in the applica-. Tion phase. Together, these fixed weights. Form a weight matrix. The fixed weights are determined during training by maximizing certain. For a fixed quality value r. The utility function f. Returns the local prediction accuracy in r. Of the weighted measures. By definition, the weighted measures correspond to linear. The weighted measure M. Is denoted by sep.

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Reliably combining quality measures. What are the challenges? How can LAF help? The Locally Adaptive Fusion (LAF) is a flexible and reliable machine learning. System specifically designed for perceptual quality predictions of multimedia. 2014, Adriaan Barri. Abarri@etro.vub.ac.be.

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