output
20082025
most citedADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation

1.4k citations

Showing 2019Show all

6 papers · 1 filter

cs.CV2019★ 19 cited

Surface Reconstruction from 3D Line Segments

Pierre-Alain Langlois, Alexandre Boulch, Renaud Marlet

In man-made environments such as indoor scenes, when point-based 3D reconstruction fails due to the lack of texture, lines can still be detected and used to support surfaces. We pr…

cs.CV2019★ 106 cited

Addressing Failure Prediction by Learning Model Confidence

Charles Corbière, Nicolas Thome, Avner Bar-Hen +2

Assessing reliably the confidence of a deep neural network and predicting its failures is of primary importance for the practical deployment of these models. In this paper, we prop…

cs.CV2019★ 4 cited

Large-Scale Historical Watermark Recognition: dataset and a new consistency-based approach

Xi Shen, Ilaria Pastrolin, Oumayma Bounou +4

Historical watermark recognition is a highly practical, yet unsolved challenge for archivists and historians. With a large number of well-defined classes, cluttered and noisy sampl…

cs.CV2019★ 9 cited

Zero-Shot Semantic Segmentation

Maxime Bucher, Tuan-Hung Vu, Matthieu Cord +1

Semantic segmentation models are limited in their ability to scale to large numbers of object classes. In this paper, we introduce the new task of zero-shot semantic segmentation:…

cs.CV2019

The Missing Data Encoder: Cross-Channel Image Completion\\with Hide-And-Seek Adversarial Network

Arnaud Dapogny, Matthieu Cord, Patrick Perez

Image completion is the problem of generating whole images from fragments only. It encompasses inpainting (generating a patch given its surrounding), reverse inpainting/extrapolati…

cs.LG2019★ 6 cited

Exploring applications of deep reinforcement learning for real-world autonomous driving systems

Victor Talpaert, Ibrahim Sobh, B Ravi Kiran +4

Deep Reinforcement Learning (DRL) has become increasingly powerful in recent years, with notable achievements such as Deepmind's AlphaGo. It has been successfully deployed in comme…