full resolution correspondence learning for image translation full resolution correspondence learning for image translation

Feedback and contributions are welcome! Yu-Jie Chen, Shin-I Cheng, Wei-Chen Chiu, Hung-Yu Tseng, Hsin-Ying Lee. [PDF] Download and unzip the results file. Ming Lu, Hao Zhao, Anbang Yao, Yurong Chen, Feng Xu, Li Zhang. Vector Quantized Image-to-Image Translation. unsupervised manner, which in turn facilitates the exemplar-based image [PDF][Github] [PDF], ITTR: Unpaired Image-to-Image Translation with Transformers. [accepted paper list] [PDF] [Supplementary PDF] [Github], CartoonRenderer: An Instance-based Multi-Style Cartoon Image Translator. full resolution correspondence learning for image translation. [PDF] [Github], BalaGAN: Image Translation Between Imbalanced Domains via Cross-Modal Transfer. Yunjey Choi, Youngjung Uh, Jaejun Yoo, Jung-Woo Ha. TypeError: cannot unpack non-iterable NoneType object, Few-shot Image Generation via Cross-domain Correspondence Utkarsh Ojha, Yijun Li, Jingwan Lu, Alexei A. Efros, Yong Jae Lee, Eli Shechtman, Richard Zh, Reference-Based-Sketch-Image-Colorization-ImageNet This is a PyTorch implementation of CVPR 2020 paper (Reference-Based Sketch Image Colorization usin, Realistic Full-Body Anonymization with Surface-Guided GANs This is the official, Image Quality Evaluation Metrics Implementation of some common full reference image quality metrics. arxiv 2020. A Style-aware Discriminator for Controllable Image Translation. Zhiwei Jia, Bodi Yuan, Kangkang Wang, Hong Wu, David Clifford, Zhiqiang Yuan, Hao Su. arxiv 2022. ACM MM 2019. [PDF] [PDF] [Github], Augmented Cyclic Consistency Regularization for Unpaired Image-to-Image Translation. Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation. by File "train.py", line 21, in Liqian Ma, Zhe Lin, Connelly Barnes, Alexei A. Efros, Jingwan Lu. When jointly trained with image translation, full-resolution semantic correspondence can be established in an unsupervised manner, which in turn facilitates the exemplar-based image translation. [PDF] [Github], Fader Networks: Manipulating Images by Sliding Attributes. Helisa Dhamo, Azade Farshad, Iro Laina, Nassir Navab, Gregory D. Hager, Federico Tombari, Christian Rupprecht. Yaxing Wang, Joost van de weijer, Lu Yu, Shangling Jui. Tianyu He, Yingce Xia, Jianxin Lin, Xu Tan, Di He, Tao Qin, Zhibo Chen. Specifically, we formulate a diffusion-based matching-and-generation framework that interleaves cross-domain matching and diffusion steps in the latent space by iteratively feeding the intermediate warp into the noising process and denoising it to generate a translated image. [PDF], Stylizing Video by Example. [PDF] Yang Zhao, Changyou Chen. [PDF] images, which aids image translation. arxiv 2020. Bringing Old Photos Back to Life. [PDF], DCN: Zero-Pair Image to Image Translation using Domain Conditional Normalization. Fei Yang, Yaxing Wang, Luis Herranz, Yongmei Cheng, Mikhail Mozerov. Yi Wang, Ying-Cong Chen, Xiangyu Zhang, Jian Sun and Jiaya Jia. [PDF][Github] [PDF] GANHopper: Multi-Hop GAN for Unsupervised Image-to-Image Translation. From Design Draft to Real Attire: Unaligned Fashion Image Translation. STEFANN: Scene Text Editor using Font Adaptive Neural Network. [PDF] Weichen Fan, Jinghuan Chen, Jiabin Ma, Jun Hou, Shuai Yi. Sangwoo Mo, Minsu Cho, Jinwoo Shin. Generating Diverse Translation by Manipulating Multi-Head Attention. He has since then inculcated very effective writing and reviewing culture at pythonawesome which rivals have found impossible to imitate. Download and unzip the results file. Qimin Chen, Johannes Merz, Aditya Sanghi, Hooman Shayani, Ali Mahdavi-Amiri, Hao (Richard) Zhang. Ruobing Zheng, Ze Luo, Baoping Yan. Jinsong Zhang, Kun Li, Yu-Kun Lai, Jingyu Yang. [PDF], EDIT: Exemplar-Domain Aware Image-to-Image Translation. Stefano Ermon. [PDF] [Github], Stochastic Actor-Executor-Critic for Image-to-Image Translation. InstaGAN: Instance-aware Image-to-Image Translation. Deformation-aware Unpaired Image Translation for Pose Estimation on Laboratory Animals. [pdf] [Github] [Supplement] By rejecting non-essential cookies, Reddit may still use certain cookies to ensure the proper functionality of our platform. Yong Wang, Longyue Wang, Shuming Shi, Victor Li, Zhaopeng Tu. After following the instructions to run the test.py, the following error pops up Yu Han, Shuai Yang, Wenjing Wang, Jiaying Liu. [PDF] LPTN: High-Resolution Photorealistic Image Translation in Real-Time: A Laplacian Pyramid Translation Network. espe We present a novel method for exemplar-based image translation, called Closing the Loop: Joint Rain Generation and Removal via Disentangled Image Translation. Matthew Amodio, Smita Krishnaswamy. [PDF] [Github], The Surprising Effectiveness of Linear Unsupervised Image-to-Image Translation. Image and Vision Computing 2020. Elad Richardson, Yuval Alaluf, Or Patashnik, Yotam Nitzan, Yaniv Azar, Stav Shapiro, Daniel Cohen-Or. Overview Dual-Resolution Correspondence Network Dual-Resolution Correspondence Network, NeurIPS 2020 Dependency All dependencies are included in asset/dualrcnet.yml. [PDF], Unsupervised multi-modal Styled Content Generation. arxiv 2021. author = {Zhou, Xingran and Zhang, Bo and Zhang, Ting and Zhang, Pan and Bao, Jianmin and Chen, Dong and Zhang, Zhongfei and Wen, Fang}, Monday is dedicated to providing the best educational project management solution. When jointly trained with image translation, full-resolution semantic correspondence can be established in an unsupervised manner, which in turn facilitates the exemplar-based image translation. GANcraft: Unsupervised 3D Neural Rendering of Minecraft Worlds. Fabio Pizzati, Raoul de Charette, Michela Zaccaria, Pietro Cerri. Fangneng Zhan, Yingchen Yu, Kaiwen Cui, Gongjie Zhang, Shijian Lu, Jianxiong Pan, Changgong Zhang, Feiying Ma, Xuansong Xie, Chunyan Miao. Julia Wolleb, Robin Sandkhler, Florentin Bieder, Philippe C. Cattin. arxiv 2020. Unzip the file and rename it as img. [PDF] [Github], Cascaded Cross MLP-Mixer GANs for Cross-View Image Translation. [PDF] [Project], Multi-Domain Image-to-Image Translation with Adaptive Inference Graph. [PDF] [Github], Separating Content and Style for Unsupervised Image-to-Image Translation. We present the full-resolution correspondence learning for cross-domain images, which aids image translation. Translation, CFFT-GAN: Cross-domain Feature Fusion Transformer for Exemplar-based van der Ouderaa, Daniel E. Worrall. A collection of resources on image-to-image translation. Xuan Su, The inference results are saved in the folder checkpoints/deepfashionHD/test. Image Translation, MIDMs: Matching Interleaved Diffusion Models for Exemplar-based Image Shuang Li, Bingfeng Han, Zhenjie Yu, Chi Harold Liu, Kai Chen, Shuigen Wang. NeurIPS 2020. [PDF], Learning to Caricature via Semantic Shape Transform. Jiaze Sun, Binod Bhattarai, Tae-Kyun Kim. markdown format: [pdf] [Supplement] arxiv 2021. Fangneng Zhan, Yingchen Yu, Rongliang Wu, Kaiwen Cui, Aoran Xiao, Shijian Lu, Ling Shao. Siyuan Li, Semih Gnel, Mirela Ostrek, Pavan Ramdya, Pascal Fua, Helge Rhodin. booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, Cooper Nederhood, Nicholas Kolkin, Deqing Fu, Jason Salavon. A Closed-Form Solution to Universal Style Transfer. Learning Fixed Points in Generative Adversarial Networks: From Image-to-Image Translation to Disease Detection and Localization. [PDF] [PDF] [Github] [Project], Preserving Semantic and Temporal Consistency for Unpaired Video-to-Video Translation. ICML 2017. [PDF], Online Exemplar Fine-Tuning for Image-to-Image Translation. [Github] [PDF], DualGAN: Unsupervised Dual Learning for Image-to-Image Translation. [PDF] [Project] [Github] [TensorFlow], pix2pix: Image-to-Image Translation with Conditional Adversarial Networks. isd194 staff calendar. Shuai Yang, Liming Jiang, Ziwei Liu, Chen Change Loy. [Project] [Github] [pytorch-CycleGAN-and-pix2pix] [PDF], BicycleGAN: Toward Multimodal Image-to-Image Translation. The full-resolution correspondence is learned hierarchically, where the low-resolution result serves as the initialization for the next level. [PDF] [Project], MCMI: Multi-Cycle Image Translation with Mutual Information Constraints. Ben Usman, Dina Bashkirova, Kate Saenko. DiffusionCLIP: Text-Guided Diffusion Models for Robust Image Manipulation. Raul Gomez, Yahui Liu, Marco De Nadai, Dimosthenis Karatzas, Bruno Lepri, Nicu Sebe. The proposed GRU-assisted PatchMatch is fully differentiable and highly efficient. UNIST: Unpaired Neural Implicit Shape Translation Network. and our ICML 2019. Pre-requisite conda cr, The Official PyTorch Implementation of DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box Supervision, DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box Supervision The PyTorch implementation of DiscoBox: Weakly Supe, Open source projects and samples from Microsoft, KeyError: 'dataset/deepfashionHD\\img\\MEN\\Denim\\id_00000089\\02_7_additional.jpg', Pretrained model "latest_net_netCorr.pth" corrupted. Unpaired Image-to-Image Translation using Adversarial Consistency Loss. ICLR 2023. Fei Gao, Xingxin Xu, Jun Yu, Meimei Shang, Xiang Li, and Dacheng Tao. Ori Nizan, Ayellet Tal. performs considerably better than state-of-the-arts on producing Towards Visual Feature Translation. Reddit and its partners use cookies and similar technologies to provide you with a better experience. Attentive Normalization for Conditional Image Generation. IJCAI 2019. Today's best Sunpass Coupon Code: See All Sunpass's Best-seller. [PDF], Contrastive Learning for Unsupervised Image-to-Image Translation. Neural Networks 2020. Mohamed Abderrahmen Abid, Ihsen Hedhli, Jean-Franois Lalonde, Christian Gagne. arxiv 2022. SPatchGAN: A Statistical Feature Based Discriminator for Unsupervised Image-to-Image Translation. In particular, configuration files for the Metfaces dataset would be appreciated, otherwise comparisons cannot be made. 0. Vignesh Srinivasan, Klaus-Robert Mller, Wojciech Samek, Shinichi Nakajima. What's the problem? Aamir Mustafa, Rafal K. Mantiuk. We offer the keypoints detection results used in our experiment in this link. [PDF] Ibrahim Batuhan Akkaya, Ugur Halici. Chin-Yuan Yeh, Hsi-Wen Chen, Hong-Han Shuai, De-Nian Yang, Ming-Syan Chen. We also thank SPADE and RAFT. [PDF] [PDF], Pixel-based Facial Expression Synthesis. Huiyuan Fu, Ting Yu, Xin Wang, Huadong Ma. Domain Adaptive Image-to-image Translation. [PDF], GANILLA: Generative Adversarial Networks for Image to Illustration Translation. Thiemo Alldieck, Gerard Pons-Moll, Christian Theobalt, Marcus Magnor. Qing Jin, Jian Ren, Oliver J. Woodford, Jiazhuo Wang, Geng Yuan, Yanzhi Wang, Sergey Tulyakov. Longquan Dai, Jinhui Tang. Gwanghyun Kim, Taesung Kwon, Jong Chul Ye. Aviv Gabbay, Yedid Hoshen. Xinpeng Xie, Jiawei Chen, Yuexiang Li, Linlin Shen, Kai Ma, Yefeng Zheng. Ran Yi, Yong-Jin Liu, Yu-Kun Lai, Paul Rosin. At each hierarchy, the correspondence can be efficiently computed via PatchMatch that iteratively leverages the . Download the pretrained model from this link. Harmonic Unpaired Image-to-image Translation. Jun-Yan Zhu, Taesung Park, Phillip Isola, Alexei A. Efros. ICPR 2020. We adopt a hierarchical strategy that uses the correspondence from coarse level to guide the fine levels. TOG 2021. ICPR 2021. Bowen Li, Xiaojuan Qi, Philip H. S. Torr, Thomas Lukasiewicz. #animeart hashtag on Instagram Photos and Videos. File "/home/kas/CoCosNet-v2/data/pix2pix_dataset.py", line 33, in initialize por | Jun 14, 2022 | colorado school of mines track and field coaches | coaching inns 18th century | Jun 14, 2022 | colorado school of mines track and field coaches | coaching inns 18th century BMVC 2021 (Oral). Guided Image-to-Image Translation With Bi-Directional Feature Transformation. Art2Real: Unfolding the Reality of_Artworks via Semantically-Aware Image-To-Image Translation. arxiv 2020. [PDF], Frequency Domain Image Translation: More Photo-realistic, Better Identity-preserving. We adopt a hierarchical strategy that uses the correspondence from coarse level to guide the finer levels with the proposed GRU-assisted PatchMatch. Yiftach Ginger, Dov Danon, Hadar Averbuch-Elor, Daniel Cohen-Or. We present the full-resolution correspondence learning for cross-domain images, which aids image translation. Wonwoong Cho, Kangyeol Kim, Eungyeup Kim, Hyunwoo J. Kim, Jaegul Choo. Download them all and move below the folder data/. CVPR 2022 Workshop on AI for Content Creation (AICC 2022). For examp The proposed CoCosNet v2, a GRU-assisted PatchMatch approach, is fully differentiable and highly efficient. Yuan Xue, Zihan Zhou, Xiaolei Huang. [PDF] The images from distinct domains are first aligned to an intermediate domain where dense correspondence is established. TIP 2019 (ACCV 2018 Extension) [PDF] [GitHub], SMIT: Stochastic Multi-Label Image-to-Image Translation. Context enhancement is critical for night vision (NV) applications, Torr, Nicu Sebastie. arxiv 2021. Now the the directory structure is like: The inference results are saved in the folder checkpoints/deepfashionHD/test. dataset/DeepFashionHD. We use 8 32GB Tesla V100 GPUs to train the network. arxiv 2021. [PDF] [PDF] CVPR 2021 Workshop on NTIRE. [PDF] [email protected] +1-408-834-0167 CoCosNet v2: Full-Resolution Correspondence Learning for Image Translation (CVPR 2021, oral presentation) CoCosNet v2: Full-Resolution Correspondence Learning for Image Translation CVPR 2021, oral presentation Xingran Zhou, Bo Zhang, Ting Zhang, Pan Zhang, Jianmin Bao, Dong Chen, Zhongfei Zhang, Fang Wen. Experiments on diverse translation tasks show that CoCosNet v2 performs considerably better than state-of-the-art literature on producing high-resolution images. Blind Image Decomposition is a novel task. #art #artist #anime #cool #meatcanyon #hashtag #fyp. World-Consistent Video-to-Video Synthesis. Zhentao Tan, Dongdong Chen, Qi Chu, Menglei Chai, Jing Liao, Mingming He, Lu Yuan, Nenghai Yu. Learning to Cartoonize Using White-box Cartoon Representations. Note the file name is img_highres.zip. Yaniv Taigman, Adam Polyak, Lior Wolf. You signed in with another tab or window. [PDF] When jointly trained with image translation, full-resolution semantic correspondence can be established in an unsupervised manner, which in turn facilitates the exemplar-based image translation. We present the full-resolution correspondence learning for cross-domain images, which aids image translation. CoCosNet v2: Full-Resolution Correspondence Learning for Image Translation. [Github] [PDF], UNIT: Unsupervised Image-to-Image Translation Networks. Zhiwei Jia, Bodi Yuan, Kangkang Wang, Hong Wu, David Clifford, Zhiqiang Yuan, Hao Su. [PDF] [Project] [Github], Lipschitz Regularized CycleGAN for Improving Semantic Robustness in Unpaired Image-to-image Translation. Dina Bashkirova, Ben Usman, Kate Saenko. Hao Tang, Song Bai, Nicu Sebe. [PDF], Semantic Map Injected GAN Training for Image-to-Image Translation. AAAI 2021. [PDF] [PDF] Teachers Do More Than Teach: Compressing Image-to-Image Models. [PDF] We adopt a hierarchical strategy that uses the correspondence from coarse level to guide the fine levels. Subhankar Roy, Aliaksandr Siarohin, Enver Sangineto, Nicu Sebe, Elisa Ricci. When jointly trained with image translation, full-resolution semantic correspondence can be established in an unsupervised manner, which in turn facilitates the exemplar-based image translation. Fangneng Zhan, Yingchen Yu, Rongliang Wu, Jiahui Zhang, Shijian Lu, Changgong Zhang. AAAI 2019. This material is presented to ensure timely dissemination of scholarly and technical work. Latent Filter Scaling for Multimodal Unsupervised Image-To-Image Translation. Omry Sendik, Dani Lischinski, Daniel Cohen-Or. Abstract: We present the full-resolution correspondence learning for cross-domain images, which aids image translation. The-Phuc Nguyen, Stphane Lathuilire, Elisa Ricci. If you use this code for your research, please cite our papers. Xiaoyu Li, Bo Zhang, Jing Liao, Pedro V. Sander. Tycho F.A. Learning Temporally and Semantically Consistent Unpaired Video-to-Video Translation through PseudoSupervision from Synthetic Optical Flow. [enforce fail at ..\caffe2\serialize\inline_container.cc:211] . Unsupervised Image to Sequence Translation with Canvas-Drawer Networks. Image Translation, Marginal Contrastive Correspondence for Guided Image Generation, Exploring Patch-wise Semantic Relation for Contrastive Learning in Steven Liu, Tongzhou Wang, David Bau, Jun-Yan Zhu, Antonio Torralba. Long-Term Temporally Consistent Unpaired Video Translation from Simulated Surgical 3D Data. The models, vid2vid Project | YouTube(short) | YouTube(full) | arXiv | Paper(full) Pytorch implementation for high-resolution (e.g., 2048x1024) photorealistic vid, arXiv Dual Contrastive Learning Adversarial Generative Networks (DCLGAN) We provide our PyTorch implementation of DCLGAN, which is a simple yet powerf, Boosting Monocular Depth Estimation Models to High-Resolution via Content-Adaptive Multi-Resolution Merging This repository contains an implementation, Official implementation of GOCor This is the official implementation of our paper : GOCor: Bringing Globally Optimized Correspondence Volumes into You, COTR: Correspondence Transformer for Matching Across Images This repository contains the inference code for COTR. Yueqin Yin, Lianghua Huang, Yu Liu, Kaiqi Huang. First, we propose a versatile image translation and manipulation framework which introduces a ranking and attention Scheme for bi-level feature alignment that greatly reduces the memory cost while building the correspondence between conditional inputs and exemplars. [PDF], Mocycle-GAN: Unpaired Video-to-Video Translation. If you think I have missed out on something (or) have any suggestions (papers, implementations and other resources), feel free to pull a request. Yihao Zhao, Ruihai Wu, Hao Dong. CVPR 2018. Or Patashnik, Dov Danon, Hao Zhang, Daniel Cohen-Or. [PDF] Moab Arar, Yiftach Ginger, Dov Danon, Amit H. Bermano, Daniel Cohen-Or. Experiments on diverse translation tasks show our approach performs considerably better than state-of-the-arts on producing high-resolution images. RelGAN: Multi-Domain Image-to-Image Translation via Relative Attributes. [PDF] [PDF] [Project], StyleFlow For Content-Fixed Image to Image Translation. Memory-guided Unsupervised Image-to-image Translation. [PDF] XingGAN for Person Image Generation. Ruho Kondo, Keisuke Kawano, Satoshi Koide, Takuro Kutsuna. full resolution correspondence learning for image translation [PDF], ISF-GAN: An Implicit Style Function for High-Resolution Image-to-Image Translation. Aviv Gabbay, Yedid Hoshen. Multi-mapping Image-to-Image Translation via Learning Disentanglement. Retrieval Guided Unsupervised Multi-domain Image-to-Image Translation. Content provided by Bo Zhang, the co-author of the paper Cross-domain Correspondence Learning for Exemplar-based Image Translation. [PDF], Fix the Noise: Disentangling Source Feature for Transfer Learning of StyleGAN. TPAMI 2021. Authors Channel Summit. We adopt a hierarchical strategy that uses the correspondence from coarse level to guide the fine levels. SEAN: Image Synthesis with Semantic Region-Adaptive Normalization. [PDF] [arxiv] [project] [PDF] Yuval Alaluf, Or Patashnik, Daniel Cohen-Or. [PDF], RL-GAN: Transfer Learning for Related Reinforcement Learning Tasks via Image-to-Image Translation. [PDF], Diffusion-based Image Translation using Disentangled Style and Content Representation. Md Mahfuzur Rahman Siddiquee, Zongwei Zhou, Nima Tajbakhsh, Ruibin Feng, Michael B. Gotway, Yoshua Bengio, Jianming Liang. [PDF] Lingke Kong, Chenyu Lian, Detian Huang, Zhenjiang Li, Yanle Hu, Qichao Zhou. Learn about the duties, responsibilities, and skills for A . Hanting Chen, Yunhe Wang, Han Shu, Changyuan Wen, Chunjing Xu, Boxin Shi, Chao Xu, Chang Xu. Jianxin Lin, Zhibo Chen, Yingce Xia, Sen Liu, Tao Qin, Jiebo Luo. Hao Tang, Dan Xu, Hong Liu, Nicu Sebe. Attentive Normalization for Conditional Image Generation. At each hierarchy, the correspondence can be efficiently computed via PatchMatch that iteratively leverages the matchings from the neighborhood. StarGAN v2: Diverse Image Synthesis for Multiple Domains. [PDF] [Github], Improving Style-Content Disentanglement in Image-to-Image Translation. Bibliographic details on CoCosNet v2: Full-Resolution Correspondence Learning for Image Translation. Avishkar Saha, Oscar Mendez Maldonado, Chris Russell, Richard Bowden. [pdf] [Supplement] If the password is necessary, please contact this link to access the dataset. Full-Resolution Correspondence Learning for Image Translation." help us. [PDF] [Github], SAM: Only a Matter of Style-Age Transformation Using a Style-Based Regression Model. what is edgar xbrl validation errors and warnings. arxiv 2022. Samuel Lavoie-Marchildon, Sebastien Lachapelle, Mikoaj Bikowski, Aaron Courville, Yoshua Bengio, R Devon Hjelm. [PDF][Github] ForkGAN: Seeing into the Rainy Night. Run the following command for training from scratch. [PDF], Implicit Pairs for Boosting Unpaired Image-to-Image Translation. [PDF], Translating Images into Maps. Hao Su, Jianwei Niu, Xuefeng Liu, Qingfeng Li, Jiahe Cui, Ji Wan. Trust Monday to help you streamline your schoolwork and enhance the quality of . [PDF] [GitHub] [Tensorflow] [AFHQ Data] [PDF] Mu Cai, Hong Zhang, Huijuan Huang, Qichuan Geng, Gao Huang. [PDF] [Project] [Github] Shaoan Xie, Qirong Ho, Kun Zhang. [PDF] [PDF] [Project] [Github], Dual Contrastive Learning for Unsupervised Image-to-Image Translation. We present the full-resolution correspondence learning for cross-domain images, which aids image translation. [PDF] [Github], DEEPSim: Deep Single Image Manipulation. [PDF] [PDF], C2-GAN: Cycle In Cycle Generative Adversarial Networks for Keypoint-Guided Image Generation. Adversarial Self-Defense for Cycle-Consistent GANs. Dual Transfer Learning for Event-Based End-Task Prediction via Pluggable Event to Image Translation. We propose to jointly learn the cross domain correspondence and the image translation, where both tasks facilitate each other and thus can be learned with weak supervision. Select the boxes below to learn more details about tolls. [PDF], Unsupervised Multi-Modal Medical Image Registration via Discriminator-Free Image-to-Image Translation. Alessandro Simoni, Luca Bergamini, Andrea Palazzi, Simone Calderara, Rita Cucchiara. Nick Lawrence, Mingren Shen, Ruiqi Yin, Cloris Feng, Dane Morgan.