Min Sun

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National Tsing Hua University

Assistant Professor in Electrical Engineering at National Tsing Hua University

LED2-Net: Monocular 360 Layout Estimation via Differentiable Depth Rendering

Although significant progress has been made in room layout estimation, m...
04/01/2021 ∙ by Fu-En Wang, et al. ∙ 3 ∙ share

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Toward Robust Long Range Policy Transfer

Humans can master a new task within a few trials by drawing upon skills ...
03/04/2021 ∙ by Wei-Cheng Tseng, et al. ∙ 4 ∙ share

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Interactive Radiotherapy Target Delineation with 3D-Fused Context Propagation

Gross tumor volume (GTV) delineation on tomography medical imaging is cr...
12/12/2020 ∙ by Chun-Hung Chao, et al. ∙ 4 ∙ share

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HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal Features

We present HoHoNet, a versatile and efficient framework for holistic und...
11/23/2020 ∙ by Cheng Sun, et al. ∙ 2 ∙ share

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Lymph Node Gross Tumor Volume Detection in Oncology Imaging via Relationship Learning Using Graph Neural Network

Determining the spread of GTV_LN is essential in defining the respective...
08/29/2020 ∙ by Chun-Hung Chao, et al. ∙ 9 ∙ share

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LayoutMP3D: Layout Annotation of Matterport3D

Inferring the information of 3D layout from a single equirectangular pan...
03/30/2020 ∙ by Fu-En Wang, et al. ∙ 0 ∙ share

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Visual Question Answering on 360° Images

In this work, we introduce VQA 360, a novel task of visual question answ...
01/10/2020 ∙ by Shih-Han Chou, et al. ∙ 15 ∙ share

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Bias-Aware Heapified Policy for Active Learning

The data efficiency of learning-based algorithms is more and more import...
11/18/2019 ∙ by Wen-Yen Chang, et al. ∙ 0 ∙ share

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360SD-Net: 360° Stereo Depth Estimation with Learnable Cost Volume

Recently, end-to-end trainable deep neural networks have significantly i...
11/11/2019 ∙ by Ning-Hsu Wang, et al. ∙ 14 ∙ share

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Autonomous UAV Landing System Based on Visual Navigation

In this paper, we present an autonomous unmanned aerial vehicle (UAV) la...
10/29/2019 ∙ by Zhixin Wu, et al. ∙ 0 ∙ share

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360-Indoor: Towards Learning Real-World Objects in 360° Indoor Equirectangular Images

While there are several widely used object detection datasets, current c...
10/03/2019 ∙ by Shih-Han Chou, et al. ∙ 46 ∙ share

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Flat2Layout: Flat Representation for Estimating Layout of General Room Types

This paper proposes a new approach, Flat2Layout, for estimating general ...
05/29/2019 ∙ by Chi-Wei Hsiao, et al. ∙ 1 ∙ share

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Radiotherapy Target Contouring with Convolutional Gated Graph Neural Network

Tomography medical imaging is essential in the clinical workflow of mode...
04/05/2019 ∙ by Chun-Hung Chao, et al. ∙ 0 ∙ share

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3D LiDAR and Stereo Fusion using Stereo Matching Network with Conditional Cost Volume Normalization

The complementary characteristics of active and passive depth sensing te...
04/05/2019 ∙ by Tsun-Hsuan Wang, et al. ∙ 0 ∙ share

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Point-to-Point Video Generation

While image manipulation achieves tremendous breakthroughs (e.g., genera...
04/05/2019 ∙ by Tsun-Hsuan Wang, et al. ∙ 0 ∙ share

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Learning a Multi-Modal Policy via Imitating Demonstrations with Mixed Behaviors

We propose a novel approach to train a multi-modal policy from mixed dem...
03/25/2019 ∙ by Fang-I Hsiao, et al. ∙ 0 ∙ share

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HorizonNet: Learning Room Layout with 1D Representation and Pano Stretch Data Augmentation

We present a new approach to the problem of estimating 3D room layout fr...
01/12/2019 ∙ by Cheng Sun, et al. ∙ 9 ∙ share

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DuLa-Net: A Dual-Projection Network for Estimating Room Layouts from a Single RGB Panorama

We present a deep learning framework, called DuLa-Net, to predict Manhat...
11/29/2018 ∙ by Shang-Ta Yang, et al. ∙ 4 ∙ share

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Joint Monocular 3D Vehicle Detection and Tracking

3D vehicle detection and tracking from a monocular camera requires detec...
11/26/2018 ∙ by Hou-Ning Hu, et al. ∙ 0 ∙ share

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InstaNAS: Instance-aware Neural Architecture Search

Neural Architecture Search (NAS) aims at finding one "single" architectu...
11/26/2018 ∙ by An-Chieh Cheng, et al. ∙ 0 ∙ share

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Self-Supervised Learning of Depth and Camera Motion from 360° Videos

As 360 cameras become prevalent in many autonomous systems (e.g., self-d...
11/13/2018 ∙ by Fu-En Wang, et al. ∙ 2 ∙ share

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Unsupervised Stylish Image Description Generation via Domain Layer Norm

Most of the existing works on image description focus on generating expr...
09/11/2018 ∙ by Cheng Kuan Chen, et al. ∙ 0 ∙ share

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Searching Toward Pareto-Optimal Device-Aware Neural Architectures

Recent breakthroughs in Neural Architectural Search (NAS) have achieved ...
08/29/2018 ∙ by An-Chieh Cheng, et al. ∙ 0 ∙ share

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Liquid Pouring Monitoring via Rich Sensory Inputs

Humans have the amazing ability to perform very subtle manipulation task...
08/06/2018 ∙ by Tz-Ying Wu, et al. ∙ 6 ∙ share

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Leveraging Motion Priors in Videos for Improving Human Segmentation

Despite many advances in deep-learning based semantic segmentation, perf...
07/30/2018 ∙ by Yu-Ting Chen, et al. ∙ 2 ∙ share

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Efficient Uncertainty Estimation for Semantic Segmentation in Videos

Uncertainty estimation in deep learning becomes more important recently....
07/29/2018 ∙ by Po-Yu Huang, et al. ∙ 8 ∙ share

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DPP-Net: Device-aware Progressive Search for Pareto-optimal Neural Architectures

Recent breakthroughs in Neural Architectural Search (NAS) have achieved ...
06/21/2018 ∙ by Jin-Dong Dong, et al. ∙ 0 ∙ share

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Cube Padding for Weakly-Supervised Saliency Prediction in 360° Videos

Automatic saliency prediction in 360 videos is critical for viewpoint gu...
06/04/2018 ∙ by Hsien-Tzu Cheng, et al. ∙ 0 ∙ share

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A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss

We propose a unified model combining the strength of extractive and abst...
05/16/2018 ∙ by Wan-Ting Hsu, et al. ∙ 0 ∙ share

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Omnidirectional CNN for Visual Place Recognition and Navigation

Visual place recognition is challenging, especially when only a few pla...
03/12/2018 ∙ by Tsun-Hsuan Wang, et al. ∙ 0 ∙ share

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Compatibility Family Learning for Item Recommendation and Generation

Compatibility between items, such as clothes and shoes, is a major facto...
12/02/2017 ∙ by Yong-Siang Shih, et al. ∙ 0 ∙ share

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Self-view Grounding Given a Narrated 360° Video

Narrated 360 videos are typically provided in many touring scenarios to ...
11/23/2017 ∙ by Shih-Han Chou, et al. ∙ 0 ∙ share

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Anticipating Daily Intention using On-Wrist Motion Triggered Sensing

Anticipating human intention by observing one's actions has many applica...
10/20/2017 ∙ by Tz-Ying Wu, et al. ∙ 0 ∙ share

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Detecting Adversarial Attacks on Neural Network Policies with Visual Foresight

Deep reinforcement learning has shown promising results in learning cont...
10/02/2017 ∙ by Yen-Chen Lin, et al. ∙ 0 ∙ share

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Agent-Centric Risk Assessment: Accident Anticipation and Risky Region Localization

For survival, a living agent must have the ability to assess risk (1) by...
05/18/2017 ∙ by Kuo-Hao Zeng, et al. ∙ 0 ∙ share

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Deep 360 Pilot: Learning a Deep Agent for Piloting through 360° Sports Video

Watching a 360 sports video requires a viewer to continuously select a v...
05/04/2017 ∙ by Hou-Ning Hu, et al. ∙ 0 ∙ share

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Show, Adapt and Tell: Adversarial Training of Cross-domain Image Captioner

Impressive image captioning results are achieved in domains with plenty ...
05/02/2017 ∙ by Tseng-Hung Chen, et al. ∙ 0 ∙ share

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No More Discrimination: Cross City Adaptation of Road Scene Segmenters

Despite the recent success of deep-learning based semantic segmentation,...
04/27/2017 ∙ by Yi-Hsin Chen, et al. ∙ 0 ∙ share

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Tactics of Adversarial Attack on Deep Reinforcement Learning Agents

We introduce two tactics to attack agents trained by deep reinforcement ...
03/08/2017 ∙ by Yen-Chen Lin, et al. ∙ 0 ∙ share

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Learning to Compose with Professional Photographs on the Web

Photo composition is an important factor affecting the aesthetics in pho...
02/01/2017 ∙ by Yi-Ling Chen, et al. ∙ 0 ∙ share

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Leveraging Video Descriptions to Learn Video Question Answering

We propose a scalable approach to learn video-based question answering (...
11/12/2016 ∙ by Kuo-Hao Zeng, et al. ∙ 0 ∙ share

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Title Generation for User Generated Videos

A great video title describes the most salient event compactly and captu...
08/25/2016 ∙ by Kuo-Hao Zeng, et al. ∙ 0 ∙ share

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Recognition from Hand Cameras

We revisit the study of a wrist-mounted camera system (referred to as Ha...
12/07/2015 ∙ by Cheng-Sheng Chan, et al. ∙ 0 ∙ share

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Min Sun

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