508 citations · 2.4k across the 113 of their papers we have counts for
3 papers · 1 filter
Deep Gaussian Conditional Random Field Network: A Model-based Deep Network for Discriminative Denoising
Raviteja Vemulapalli, Oncel Tuzel, Ming-Yu Liu
We propose a novel deep network architecture for image\\ denoising based on a Gaussian Conditional Random Field (GCRF) model. In contrast to the existing discriminative denoising m…
Layered Interpretation of Street View Images
Ming-Yu Liu, Shuoxin Lin, Srikumar Ramalingam +1
We propose a layered street view model to encode both depth and semantic information on street view images for autonomous driving. Recently, stixels, stix-mantics, and tiered scene…
Unsupervised Network Pretraining via Encoding Human Design
Ming-Yu Liu, Arun Mallya, Oncel C. Tuzel +1
Over the years, computer vision researchers have spent an immense amount of effort on designing image features for the visual object recognition task. We propose to incorporate thi…