Table of Contents

• Reversed Image Signal Processing and RAW Reconstruction. AIM 2022 Challenge ReportMarcos V. Conde, Radu Timofte, Yibin Huang, Jingyang Peng, Chang Chen, Cheng Li, Eduardo Pérez-Pellitero, Fenglong Song, Furui Bai, Shuai Liu 0009, Chaoyu Feng, Xiaotao Wang, Lei Lei, Yu Zhu, Chenghua Li, Yingying Jiang, Yong A, Peisong Wang, Cong Leng, Jian Cheng 0001, Xiaoyu Liu, Zhicun Yin, Zhilu Zhang, Junyi Li, Ming Liu, Wangmeng Zuo, Jun Jiang, Jinha Kim, Yue Zhang, Beiji Zou, Zhikai Zong, Xiaoxiao Liu, Juan Marín-Vega, Michael Sloth, Peter Schneider-Kamp, Richard Röttger, Furkan Kinli, Baris Özcan, Furkan Kiraç, Li Leyi, S. M. Nadim Uddin, Dipon Kumar Ghosh, Yong Ju Jung. 3-26 [doi]
• AIM 2022 Challenge on Instagram Filter Removal: Methods and ResultsFurkan Kinli, Sami Mentes, Baris Özcan, Furkan Kiraç, Radu Timofte, Yi Zuo, Zitao Wang, Xiaowen Zhang, Yu Zhu, Chenghua Li, Cong Leng, Jian Cheng 0001, Shuai Liu 0009, Chaoyu Feng, Furui Bai, Xiaotao Wang, Lei Lei, Tianzhi Ma, Zi-han Gao, Wenxin He, Woon-Ha Yeo, Wang-Taek Oh, Young-Il Kim, Han-Cheol Ryu, Gang He 0002, Shaoyi Long, S. M. A. Sharif, Rizwan Ali Naqvi, Sungjun Kim, Guisik Kim, Seohyeon Lee, Sabari Nathan, Priya Kansal. 27-43 [doi]
• Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: ReportAndrey Ignatov, Radu Timofte, Shuai Liu 0009, Chaoyu Feng, Furui Bai, Xiaotao Wang, Lei Lei, Ziyao Yi, Yan Xiang, Zibin Liu, Shaoqing Li, Keming Shi, Dehui Kong, Ke Xu, Minsu Kwon, Yaqi Wu, Jiesi Zheng, Zhihao Fan, Xun Wu, Feng Zhang, Albert No, Minhyeok Cho, Zewen Chen, Xiaze Zhang, Ran Li, Juan Wang, Zhiming Wang, Marcos V. Conde, Ui-Jin Choi, Georgy Perevozchikov, Egor I. Ershov, Zheng Hui, Mengchuan Dong, Xin Lou, Wei Zhou, Cong Pang, Haina Qin, Mingxuan Cai. 44-70 [doi]
• Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: ReportAndrey Ignatov, Grigory Malivenko, Radu Timofte, Lukasz Treszczotko, Xin Chang, Piotr Ksiazek, Michal Lopuszynski, Maciej Pioro, Rafal Rudnicki, Maciej Smyl, Yujie Ma, Zhenyu Li, Zehui Chen, Jialei Xu, Xianming Liu, Junjun Jiang, Xuechao Shi, Difan Xu, Yanan Li, Xiaotao Wang, Lei Lei, Ziyu Zhang, Yicheng Wang, Zilong Huang, Guozhong Luo, Gang Yu, Bin Fu, Jiaqi Li, Yiran Wang, Zihao Huang, Zhiguo Cao 0001, Marcos V. Conde, Denis Sapozhnikov, Byeong Hyun Lee, Dongwon Park, Seongmin Hong, Joonhee Lee, Seunggyu Lee, Se Young Chun. 71-91 [doi]
• Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs, Mobile AI & AIM 2022 Challenge: ReportAndrey Ignatov, Radu Timofte, Maurizio Denna, Abdel Younes, Ganzorig Gankhuyag, Jingang Huh, Myeong-Kyun Kim, Kihwan Yoon, Hyeon-Cheol Moon, Seungho Lee, Yoonsik Choe, Jinwoo Jeong, Sungjei Kim, Maciej Smyl, Tomasz Latkowski, Pawel Kubik, Michal Sokolski, Yujie Ma, Jiahao Chao, Zhou Zhou, Hongfan Gao, Zhengfeng Yang, Zhenbing Zeng, Zhengyang Zhuge, Chenghua Li, Dan Zhu, Mengdi Sun, Ran Duan, Yan Gao, Lingshun Kong, Long Sun, Xiang Li, Xingdong Zhang, Jiawei Zhang, Yaqi Wu, Jinshan Pan, Gaocheng Yu, Jin Zhang, Feng Zhang, Zhe Ma, Hongbin Wang, Hojin Cho, Steve Kim, Huaen Li, Yanbo Ma, Ziwei Luo, Youwei Li, Lei Yu, Zhihong Wen, Qi Wu, Haoqiang Fan, Shuaicheng Liu, Lize Zhang, Zhikai Zong, Jeremy Kwon, Junxi Zhang, Mengyuan Li, Nianxiang Fu, Guanchen Ding, Han Zhu, Zhenzhong Chen, Gen Li, Yuanfan Zhang, Lei Sun, Dafeng Zhang, Neo Yang, Fitz Liu, Jerry Zhao, Mustafa Ayazoglu, Bahri Batuhan Bilecen, Shota Hirose, Kasidis Arunruangsirilert, Luo Ao, Ho-Chun Leung, Andrew Wei, Jie Liu, Qiang Liu 0026, Dahai Yu, Ao Li, Lei Luo, Ce Zhu, Seongmin Hong, Dongwon Park, Joonhee Lee, Byeong Hyun Lee, Seunggyu Lee, Se Young Chun, Ruiyuan He, Xuhao Jiang, Haihang Ruan, Xinjian Zhang, Jing Liu, Garas Gendy, Nabil Sabor, Jingchao Hou, Guanghui He. 92-129 [doi]
• Power Efficient Video Super-Resolution on Mobile NPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: ReportAndrey Ignatov, Radu Timofte, Cheng-Ming Chiang, Hsien-Kai Kuo, Yu-Syuan Xu, Man-Yu Lee, Allen Lu, Chia-Ming Cheng, Chih-Cheng Chen, Jia Ying Yong, Hong-Han Shuai, Wen-Huang Cheng, Zhuang Jia, Tianyu Xu, Yijian Zhang, Long Bao, Heng Sun, Diankai Zhang, Si Gao, Shaoli Liu, Biao Wu, Xiaofeng Zhang, Chengjian Zheng, Kaidi Lu, Ning Wang, Xiao Sun, Haodong Wu, Xuncheng Liu, Weizhan Zhang, Caixia Yan, Haipeng Du, Qinghua Zheng, Qi Wang, Wangdu Chen, Ran Duan, Mengdi Sun, Dan Zhu, Guannan Chen, Hojin Cho, Steve Kim, Shijie Yue, Chenghua Li, Zhengyang Zhuge, Wei Chen, Wenxu Wang, Yufeng Zhou, Xiaochen Cai, Hengxing Cai, Kele Xu, Li Liu, Zehua Cheng, Wenyi Lian, Wenjing Lian. 130-152 [doi]
• Realistic Bokeh Effect Rendering on Mobile GPUs, Mobile AI & AIM 2022 Challenge: ReportAndrey Ignatov, Radu Timofte, Jin Zhang, Feng Zhang, Gaocheng Yu, Zhe Ma, Hongbin Wang, Minsu Kwon, Haotian Qian, Wentao Tong, Pan Mu, Ziping Wang, Guangjing Yan, Brian Lee, Lei Fei, Huaijin Chen, Hyebin Cho, Byeongjun Kwon, Munchurl Kim, Mingyang Qian, Huixin Ma, Yanan Li, Xiaotao Wang, Lei Lei. 153-173 [doi]
• AIM 2022 Challenge on Super-Resolution of Compressed Image and Video: Dataset, Methods and ResultsRen Yang, Radu Timofte, Xin Li 0106, Qi Zhang, Lin Zhang, Fanglong Liu, Dongliang He, Fu Li, He Zheng, Weihang Yuan, Pavel Ostyakov, Dmitry Vyal, Magauiya Zhussip, Xueyi Zou, Youliang Yan, Lei Li, Jingzhu Tang, Ming Chen, Shijie Zhao, Yu Zhu, Xiaoran Qin, Chenghua Li, Cong Leng, Jian Cheng, Claudio Rota, Marco Buzzelli, Simone Bianco 0001, Raimondo Schettini, Dafeng Zhang, Feiyu Huang, Shizhuo Liu, Xiaobing Wang, Zhezhu Jin, Bingchen Li, Xin Li, Mingxi Li, Ding Liu, Wenbin Zou, Peijie Dong, Tian Ye, Yunchen Zhang, Ming Tan, Xin Niu, Mustafa Ayazoglu, Marcos Conde, Ui-Jin Choi, Zhuang Jia, Tianyu Xu, Yijian Zhang, Mao Ye 0001, Dengyan Luo, Xiaofeng Pan, Liuhan Peng. 174-202 [doi]
• Swin-Unet: Unet-Like Pure Transformer for Medical Image SegmentationHu Cao, Yueyue Wang, Joy Chen, Dongsheng Jiang, Xiaopeng Zhang 0008, Qi Tian 0001, Manning Wang. 205-218 [doi]
• Self-attention Capsule Network for Tissue Classification in Case of Challenging Medical Image StatisticsAssaf Hoogi, Brian Wilcox, Yachee Gupta, Daniel L. Rubin. 219-235 [doi]
• ReLaX: Retinal Layer Attribution for Guided Explanations of Automated Optical Coherence Tomography ClassificationEvan Wen, ReBecca Sorenson, Max Ehrlich. 236-251 [doi]
• Neural Registration and Segmentation of White Matter Tracts in Multi-modal Brain MRINoa Barzilay, Ilya Nelkenbaum, Eli Konen, Nahum Kiryati, Arnaldo Mayer. 252-267 [doi]
• Complementary Phase Encoding for Pair-Wise Neural Deblurring of Accelerated Brain MRIGali Hod, Michael Green, Mark Waserman, Eli Konen, Shai Shrot, Ilya Nelkenbaum, Nahum Kiryati, Arnaldo Mayer. 268-280 [doi]
• Frequency Dropout: Feature-Level Regularization via Randomized FilteringMobarakol Islam, Ben Glocker. 281-295 [doi]
• PVBM: A Python Vasculature Biomarker Toolbox Based on Retinal Blood Vessel SegmentationJonathan Fhima, Jan Van Eijgen, Ingeborg Stalmans, Yevgeniy Men, Moti Freiman, Joachim A. Behar. 296-312 [doi]
• Simultaneous Detection and Classification of Partially and Weakly Supervised CellsAlona Golts, Ido Livneh, Yaniv Zohar, Aaron Ciechanover, Michael Elad. 313-329 [doi]
• Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity MeasurementUjjwal Upadhyay, Mukul Ranjan, Satish Golla, Swetha Tanamala, Preetham Sreenivas, Sasank Chilamkurthy, Jeyaraj Pandian, Jason Tarpley. 330-339 [doi]
• ExSwin-Unet: An Unbalanced Weighted Unet with Shifted Window and External Attentions for Fetal Brain MRI Image SegmentationYufei Wen, Chongxin Liang, Jingyin Lin, Huisi Wu, Jing Qin 0001. 340-354 [doi]
• Contour Dice Loss for Structures with Fuzzy and Complex Boundaries in Fetal MRIBella Specktor-Fadida, Bossmat Yehuda, Daphna Link-Sourani, Liat Ben-Sira, Dafna Ben-Bashat, Leo Joskowicz. 355-368 [doi]
• Multi-scale Multi-task Distillation for Incremental 3D Medical Image SegmentationMu Tian, Qinzhu Yang, Yi Gao 0002. 369-384 [doi]
• A Data-Efficient Deep Learning Framework for Segmentation and Classification of Histopathology ImagesPranav Singh, Jacopo Cirrone. 385-405 [doi]
• Bounded Future MS-TCN++ for Surgical Gesture RecognitionAdam Goldbraikh, Netanell Avisdris, Carla M. Pugh, Shlomi Laufer. 406-421 [doi]
• Anatomy-Aware Contrastive Representation Learning for Fetal UltrasoundZeyu Fu, Jianbo Jiao, Robail Yasrab, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble. 422-436 [doi]
• Joint Calibrationless Reconstruction and Segmentation of Parallel MRIAniket Pramanik, Mathews Jacob. 437-453 [doi]
• Patient-Level Microsatellite Stability Assessment from Whole Slide Images by Combining Momentum Contrast Learning and Group Patch EmbeddingsDaniel Shats, Hadar Hezi, Guy Shani, Yosef E. Maruvka, Moti Freiman. 454-465 [doi]
• Segmenting Glandular Biopsy Images Using the Separate Merged Objects AlgorithmDavid Sabban, Ilan Shimshoni. 466-481 [doi]
• qDWI-Morph: Motion-Compensated Quantitative Diffusion-Weighted MRI Analysis for Fetal Lung Maturity AssessmentYael Zaffrani-Reznikov, Onur Afacan, Sila Kurugol, Simon K. Warfield, Moti Freiman. 482-494 [doi]
• Estimating Withdrawal Time in ColonoscopiesLiran Katzir 0001, Danny Veikherman, Valentin Dashinsky, Roman Goldenberg, Ilan Shimshoni, Nadav Rabani, Regev Cohen, Ori Kelner, Ehud Rivlin, Daniel Freedman. 495-512 [doi]
• Beyond Local Processing: Adapting CNNs for CT ReconstructionBassel Hamoud, Yuval Bahat, Tomer Michaeli. 513-526 [doi]
• CL-GAN: Contrastive Learning-Based Generative Adversarial Network for Modality Transfer with Limited Paired DataHajar Emami, Ming Dong, Carri Glide-Hurst. 527-542 [doi]
• IMPaSh: A Novel Domain-Shift Resistant Representation for Colorectal Cancer Tissue ClassificationTrinh Thi Le Vuong, Quoc Dang Vu, Mostafa Jahanifar, Simon Graham, Jin Tae Kwak, Nasir M. Rajpoot. 543-555 [doi]
• Surgical Workflow Recognition: From Analysis of Challenges to Architectural StudyTobias Czempiel, Aidean Sharghi, Magdalini Paschali, Nassir Navab, Omid Mohareri. 556-568 [doi]
• RVENet: A Large Echocardiographic Dataset for the Deep Learning-Based Assessment of Right Ventricular FunctionBálint Magyar, Márton Tokodi, András Soós, Máté Tolvaj, Bálint Károly Lakatos, Alexandra Fábián, Elena Surkova, Béla Merkely, Attila Kovács, András Horváth. 569-583 [doi]
• Initialization and Alignment for Adversarial Texture OptimizationXiaoming Zhao 0001, Zhizhen Zhao, Alexander G. Schwing. 587-604 [doi]
• SIGNet: Intrinsic Image Decomposition by a Semantic and Invariant Gradient Driven Network for Indoor ScenesPartha Das, Sezer Karaoglu, Arjan Gijsenij, Theo Gevers. 605-620 [doi]
• Implicit Map Augmentation for RelocalizationYuxin Hou, Tianwei Shen, Tsun-Yi Yang, Daniel DeTone, Hyo-Jin Kim, Chris Sweeney, Richard A. Newcombe. 621-638 [doi]
• Social Processes: Self-supervised Meta-learning Over Conversational Groups for Forecasting Nonverbal Social CuesChirag Raman, Hayley Hung, Marco Loog. 639-659 [doi]
• Photo-Realistic 360$^{\circ }$ Head Avatars in the WildStanislaw Szymanowicz, Virginia Estellers, Tadas Baltrusaitis, Matthew Johnson 0003. 660-667 [doi]
• AvatarGen: A 3D Generative Model for Animatable Human AvatarsJianfeng Zhang, Zihang Jiang, Dingdong Yang, Hongyi Xu, Yichun Shi, Guoxian Song, Zhongcong Xu, Xinchao Wang, Jiashi Feng. 668-685 [doi]
• INGeo: Accelerating Instant Neural Scene Reconstruction with Noisy Geometry PriorsChaojian Li, Bichen Wu, Albert Pumarola, Peizhao Zhang, Yingyan Lin, Peter Vajda. 686-694 [doi]
• Number-Adaptive Prototype Learning for 3D Point Cloud Semantic SegmentationYangheng Zhao, Jun Wang 0090, Xiaolong Li, Yue Hu, Ce Zhang, Yanfeng Wang, Siheng Chen. 695-703 [doi]
• Self-supervised 3D Human Pose Estimation in Static Video via Neural RenderingLuca Schmidtke, Benjamin Hou, Athanasios Vlontzos, Bernhard Kainz. 704-713 [doi]
• Racial Bias in the Beautyverse: Evaluation of Augmented-Reality Beauty FiltersPiera Riccio, Nuria Oliver. 714-721 [doi]
• LWA-HAND: Lightweight Attention Hand for Interacting Hand ReconstructionXinhan Di, Pengqian Yu. 722-738 [doi]
• Neural Mesh-Based GraphicsShubhendu Jena, Franck Multon, Adnane Boukhayma. 739-757 [doi]
• One-Shot Learning for Human Affordance DetectionAbel Pacheco-Ortega, Walterio W. Mayol-Cuevas. 758-766 [doi]