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20132022
most citedMulti-Task Learning for Dense Prediction Tasks: A Survey

801 citations

Showing 2018 · cs.CVShow all

6 papers · 2 filters

cs.CV2018★ 10 cited

PIRM Challenge on Perceptual Image Enhancement on Smartphones: Report

Andrey Ignatov, Radu Timofte, Thang Van Vu +45

This paper reviews the first challenge on efficient perceptual image enhancement with the focus on deploying deep learning models on smartphones. The challenge consisted of two tra…

cs.CV2018★ 4 cited

Highly-Economized Multi-View Binary Compression for Scalable Image Clustering

Zheng Zhang, Li Liu, Jie Qin +5

How to economically cluster large-scale multi-view images is a long-standing problem in computer vision. To tackle this challenge, we introduce a novel approach named Highly-econom…

cs.CV2018

Combining Heterogeneously Labeled Datasets For Training Segmentation Networks

Jana Kemnitz, Christian F. Baumgartner, Wolfgang Wirth +3

Accurate segmentation of medical images is an important step towards analyzing and tracking disease related morphological alterations in the anatomy. Convolutional neural networks…

cs.CV2018★ 36 cited

Deep Generative Models in the Real-World: An Open Challenge from Medical Imaging

Xiaoran Chen, Nick Pawlowski, Martin Rajchl +2

Recent advances in deep learning led to novel generative modeling techniques that achieve unprecedented quality in generated samples and performance in learning complex distributio…

cs.CV2018★ 17 cited

Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning

Yuhua Chen, Jordi Pont-Tuset, Alberto Montes +1

This paper tackles the problem of video object segmentation, given some user annotation which indicates the object of interest. The problem is formulated as pixel-wise retrieval in…

cs.CV2018★ 10 cited

Learning the Synthesizability of Dynamic Texture Samples

Feng Yang, Gui-Song Xia, Dengxin Dai +1

A dynamic texture (DT) refers to a sequence of images that exhibit temporal regularities and has many applications in computer vision and graphics. Given an exemplar of dynamic tex…