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Controllable Image Enhancement



Heewon Kim , Kyoung Mu Lee


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Attentive Fine-Grained Structured Sparsity for Image Restoration



Junghun Oh , Heewon Kim , Seungjun Nah , Cheeun Hong , Jonghyun Choi , Kyoung Mu Lee


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Batch Normalization Tells You Which Filter is Important



Junghun Oh , Heewon Kim , Sungyong Baik , Cheeun Hong , Kyoung Mu Lee


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Meta-Learning with Task-Adaptive Loss Function for Few-Shot Learning



Sungyong Baik , Janghoon Choi , Heewon Kim , Dohee Cho , Jaesik Min , Kyoung Mu Lee

* ICCV 2021 (Oral). Code at https://github.com/baiksung/MeTAL 

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Real-Time Video Super-Resolution on Smartphones with Deep Learning, Mobile AI 2021 Challenge: Report



Andrey Ignatov , Andres Romero , Heewon Kim , Radu Timofte , Chiu Man Ho , Zibo Meng , Kyoung Mu Lee , Yuxiang Chen , Yutong Wang , Zeyu Long , Chenhao Wang , Yifei Chen , Boshen Xu , Shuhang Gu , Lixin Duan , Wen Li , Wang Bofei , Zhang Diankai , Zheng Chengjian , Liu Shaoli , Gao Si , Zhang Xiaofeng , Lu Kaidi , Xu Tianyu , Zheng Hui , Xinbo Gao , Xiumei Wang , Jiaming Guo , Xueyi Zhou , Hao Jia , Youliang Yan

* Mobile AI 2021 Workshop and Challenges: https://ai-benchmark.com/workshops/mai/2021/. arXiv admin note: substantial text overlap with arXiv:2105.07825. substantial text overlap with arXiv:2105.08629, arXiv:2105.07809, arXiv:2105.08630 

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DAQ: Distribution-Aware Quantization for Deep Image Super-Resolution Networks



Cheeun Hong , Heewon Kim , Junghun Oh , Kyoung Mu Lee


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Searching for Controllable Image Restoration Networks



Heewon Kim , Sungyong Baik , Myungsub Choi , Janghoon Choi , Kyoung Mu Lee


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Meta-Learning with Adaptive Hyperparameters



Sungyong Baik , Myungsub Choi , Janghoon Choi , Heewon Kim , Kyoung Mu Lee

* NeurIPS 2020. Code at https://github.com/baiksung/alfa 

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Fine-Grained Neural Architecture Search



Heewon Kim , Seokil Hong , Bohyung Han , Heesoo Myeong , Kyoung Mu Lee


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