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01/18/2023
Training Semantic Segmentation on Heterogeneous Datasets
We explore semantic segmentation beyond the conventional, single-dataset...
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01/16/2022
Towards holistic scene understanding: Semantic segmentation and beyond
This dissertation addresses visual scene understanding and enhances segm...
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07/14/2021
Deep Adaptive Multi-Intention Inverse Reinforcement Learning
This paper presents a deep Inverse Reinforcement Learning (IRL) framewor...
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06/11/2021
Part-aware Panoptic Segmentation
In this work, we introduce the new scene understanding task of Part-awar...
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04/16/2020
Cityscapes-Panoptic-Parts and PASCAL-Panoptic-Parts datasets for Scene Understanding
In this technical report, we present two novel datasets for image scene ...
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10/09/2019
Fast Panoptic Segmentation Network
In this work, we present an end-to-end network for fast panoptic segment...
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07/16/2019
Data Selection for training Semantic Segmentation CNNs with cross-dataset weak supervision
Training convolutional networks for semantic segmentation with strong (p...
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03/08/2019
On Boosting Semantic Street Scene Segmentation with Weak Supervision
Training convolutional networks for semantic segmentation requires per-p...
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02/07/2019
Single Network Panoptic Segmentation for Street Scene Understanding
In this work, we propose a single deep neural network for panoptic segme...
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09/14/2018
A Domain Agnostic Normalization Layer for Unsupervised Adversarial Domain Adaptation
We propose a normalization layer for unsupervised domain adaption in sem...
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09/06/2018