Paired LR-HR images are synthesized along the sagittal and coronal directions of input LR images for network pretraining in the first stage SSL, and a cyclic interpolation procedure based on triplet axial slices is then designed in the second stage SSL for further refinement, Sufficient training samples with rich contexts along all directions are exploited as guidance to guarantee the promising interpolation performance. To this end, we propose a novel Two-stage Self-supervised Cycle-consistency Network (TSCNet) for MR slice interpolation, in which a two-stage SSL strategy is developed for unsupervised network training.
However, since it is generally difficult to sample abundant paired LR-HR MR images, the classical fully supervised DL-based approaches cannot be effectively trained to get robust performance. Deep learning (DL) has shown great potential to reconstruct the desirable high-resolution (HR) thin-slice MR images from these low-resolution (LR) cases, which we refer to as the slice interpolation task. The thick-slice magnetic resonance (MR) images are structurally blurred in coronal and sagittal views, which causes harm to diagnosis and image post-processing. Zhiyang Lu, Zheng Li, Jun Wang, Jun Shi, Dinggang Shen At the end of the long and hard day, Kim returns home, with an inexplicable sense of fear weighing down on his heart.Paper Info Reviews Meta-Review Author Feedback Post-rebuttal Meta-Reviewsīack to top List of papers List of papers - by topics Author List Paper Info Kim then gets to drive an unusually large number of customers that day, and begins to suspect something hideous may lie ahead of his sudden good fortune. Kim, who earns his living by driving a rickshaw, gets out on the street again, even after hearing from his wife that she is seriously ill. One day, out of fury, I call the man to the ultimate match. The man, however, keeps putting off the wedding, saying that his daughter is not growing fast enough. I toil on the field day and night as a servant for a man who has promised to give his daughter's hand to me in return for my labor. As the three accompany each other under the moonlight along the buckwheat flowers, Heo Saeng-won realizes he has a special bond with Dong-i. After a long day at the marketplace in Bongpyeong village, he follows his fellow peddler Jo Seon-dal into an inn where he meets a young itinerant vendor, Dong-i. Heo Saeng-won is an ageing market vendor. After channeling their creativity and originality, they are both able to succeed in their professions.Įpisode 1: "When the Buckwheat Flowers Bloom" Miki experiments with different recipes, and Kazuki does field research. At that time, her father told her that people have to do bothersome things in order to persevere through the struggle and accomplish something. Miki then remembers a time when she watched her father shoveling snow as a child. Miki's friend tells her that people have to be brave to come up with original ideas. Meanwhile Miki and her friend also travel around the city to a fashion show, the same pachinko parlor, and a restaurant.Īfter talking with his coworker, Kazuki remembers drawing a red sky as a child and not worrying that he was different from other people. After following his coworker around to learn his secret, Kazuki joins his coworker to go to a pachinko parlor and sushi shop.
Kazuki is working on a report related to curry for his company, but a coworker tells him he has the wrong approach to the project. Miki's bakery isn't getting business, and there is something missing from her desserts.
The video centers on a woman named Miki and a man named Kazuki, who are both struggling at their separate jobs. Looking around the city with three directors, the various expressions of the Fussa are emerging. When I visited Fussa City the next day, she met Haraguchi-san, who was engaged in creative activities at the American House in the city during her school days. Higuchi, Director of Shin Godzilla and Director Onoe, Fussa City in Tokyo was proposed to her. What she saw there was ….?Įpisode 2: A young assistant director, Matsuko, who was struggling to find a location for the drama that was being shot the next week. She discovered that it takes only an hour by train from Shinjuku to Fussa City, and there she visited two sake breweries. Later, her colleague calmed her down and suggested she go to the Japanese Sake breweries to see the important traditional process of making Sake. Kaori who had lived overseas for a long time was unable to hide her frustration with this limitation because she was unable to understand the Japanese office customs and regulations. Her plan to serve Japanese Sake made in Tokyo at a PR event she was in charge of was not accepted. Episode 1: This is Kaori who works at an international IT firm in Roppongi, Tokyo.