1 citations · 1 across the 2 of their papers we have counts for
4 papers
Simulating CRF with CNN for CNN
Lena Gorelick, Olga Veksler
Combining CNN with CRF for modeling dependencies between pixel labels is a popular research direction. This task is far from trivial, especially if end-to-end training is desired.…
Efficient Graph Cut Optimization for Full CRFs with Quantized Edges
Olga Veksler
Fully connected pairwise Conditional Random Fields (Full-CRF) with Gaussian edge weights can achieve superior results compared to sparsely connected CRFs. However, traditional meth…
Location Augmentation for CNN
Zhenyi Wang, Olga Veksler
CNNs have made a tremendous impact on the field of computer vision in the last several years. The main component of any CNN architecture is the convolution operation, which is tran…
Efficient optimization for Hierarchically-structured Interacting Segments (HINTS)
Hossam Isack, Olga Veksler, Ipek Oguz +2
We propose an effective optimization algorithm for a general hierarchical segmentation model with geometric interactions between segments. Any given tree can specify a partial orde…