444 citations · 494 across the 3 of their papers we have counts for
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Classification Driven Dynamic Image Enhancement
Vivek Sharma, Ali Diba, Davy Neven +3
Convolutional neural networks rely on image texture and structure to serve as discriminative features to classify the image content. Image enhancement techniques can be used as pre…
Semantic Instance Segmentation with a Discriminative Loss Function
Bert De Brabandere, Davy Neven, Luc Van Gool
Semantic instance segmentation remains a challenging task. In this work we propose to tackle the problem with a discriminative loss function, operating at the pixel level, that enc…
Fast Scene Understanding for Autonomous Driving
Davy Neven, Bert De Brabandere, Stamatios Georgoulis +2
Most approaches for instance-aware semantic labeling traditionally focus on accuracy. Other aspects like runtime and memory footprint are arguably as important for real-time applic…