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Search: "[ author: 김인철 ]" (43)
    Hybrid Learning for Vision-and-Language Navigation Agents
    Suntaek Oh, Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 9, No. 9, pp. 281-290, Sep. 2020
    https://doi.org/10.3745/KTSDE.2020.9.9.281  
    Keywords: Vision-and-Language Navigation, Hybrid Learning, Path-Based Reward Function


    Bilinear Graph Neural Network-Based Reasoning for Multi-Hop Question Answering
    Sangui Lee, Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 9, No. 8, pp. 243-250, Aug. 2020
    https://doi.org/10.3745/KTSDE.2020.9.8.243
    Keywords: Open Domain Question Answering, Knowledge Graph, Complex Question, Graph Neural Network


    KG_VCR: A Visual Commonsense Reasoning Model Using Knowledge Graph
    JaeYun Lee, Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 9, No. 3, pp. 91-100, Mar. 2020
    https://doi.org/10.3745/KTSDE.2020.9.3.91
    Keywords: Visual Commonsense Reasoning, deep neural network, Graph Convolutional Network, Knowledge Graph Embedding


    LVLN: A Landmark-Based Deep Neural Network Model for Vision-and-Language Navigation
    Jisu Hwang, Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 8, No. 9, pp. 379-390, Sep. 2019
    https://doi.org/10.3745/KTSDE.2019.8.9.379
    Keywords: Vision-and-Language Navigation, deep neural network, Landmark, Attention, Progress Monitor


    Deep Neural Network-Based Scene Graph Generation for 3D Simulated Indoor Environments
    Donghyeop Shin, Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 8, No. 5, pp. 205-212, May. 2019
    10.3745/KTSDE.2019.8.5.205  
    Keywords: Scene Graph, 3D Indoor Environment, deep neural network, AI2-THOR


    Online Hard Example Mining for Training One-Stage Object Detectors
    Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 7, No. 5, pp. 195-204, May. 2018
    10.3745/KTSDE.2018.7.5.195
    Keywords: One-Stage Object Detection, Deep Convolutional Neural Network, Online Hard Example Mining, Loss Function


    ORMN: A Deep Neural Network Model for Referring Expression Comprehension
    Donghyeop Shin, Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 7, No. 2, pp. 69-76, Feb. 2018
    10.3745/KTSDE.2018.7.2.69
    Keywords: Referring Expression Comprehension, Deep Learning, Contextual Information, Weighted Composition


    Design of a Deep Neural Network Model for Image Caption Generation
    Dongha Kim, Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 6, No. 4, pp. 203-210, Apr. 2017
    10.3745/KTSDE.2017.6.4.203
    Keywords: Image Caption Generation, Deep Neural Network Model, Model Transfer, Multi-Modal Recurrent Neural Network


    SSQUSAR: A Large-Scale Qualitative Spatial Reasoner Using Apache Spark SQL
    Jonghoon Kim, Incheol Kim KIPS Transactions on Software and Data Engineering, Vol. 6, No. 2, pp. 103-116, Feb. 2017
    10.3745/KTSDE.2017.6.2.103
    Keywords: Qualitative Spatial Reasoning, Topological Relation, Minimal Disjunctive Relations, Distributed Parallel Programming


    MRSPAKE : A Web-Scale Spatial Knowledge Extractor Using Hadoop MapReduce
    Seok-Jun Lee, In-Cheol Kim KIPS Transactions on Software and Data Engineering, Vol. 5, No. 11, pp. 569-584, Nov. 2016
    10.3745/KTSDE.2016.5.11.569
    Keywords: Spatial Knowledge Extraction, Topological Relation, Directional Relation


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