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- research-articleOctober 2022
Learning Multi-Subset of Classes for Fine-Grained Food Recognition
MADiMa '22: Proceedings of the 7th International Workshop on Multimedia Assisted Dietary ManagementPages 17–26https://doi.org/10.1145/3552484.3555754Food image recognition is a complex computer vision task, because of the large number of fine-grained food classes. Fine-grained recognition tasks focus on learning subtle discriminative details to distinguish similar classes. In this paper, we ...
- research-articleOctober 2022
DepthGrillCam: A Mobile Application for Real-time Eating Action Recording Using RGB-D Images
MADiMa '22: Proceedings of the 7th International Workshop on Multimedia Assisted Dietary ManagementPages 55–59https://doi.org/10.1145/3552484.3555752An automatic meal recording is one of typical applications of image recognition technology. In fact, some mobile apps on meal recording have been released so far. Most of the apps assume that a user takes a meal photo before start eating. However, this ...
- short-paperOctober 2022
SetMealAsYouLike: Sketch-based Set Meal Image Synthesis with Plate Annotations
MADiMa '22: Proceedings of the 7th International Workshop on Multimedia Assisted Dietary ManagementPages 49–53https://doi.org/10.1145/3552484.3555749By using semantic segmentation dataset with pixel-wise annotation for training GANs, image generation from a given mask image drawn by a user is possible. However, regarding mask-based food image synthesis, the existing food segmentation datasets have ...
- research-articleOctober 2022
World Food Atlas for Food Navigation
MADiMa '22: Proceedings of the 7th International Workshop on Multimedia Assisted Dietary ManagementPages 39–47https://doi.org/10.1145/3552484.3555748Food plays a central role in agriculture, public wellness, public health, culinary art, and culture. Food-related data is available in varying formats and with different access levels ranging from private datasets to publicly downloadable data. Every ...
- keynoteOctober 2022
The Quest towards Automated Dietary Monitoring & Intervention in Free-living
MADiMa '22: Proceedings of the 7th International Workshop on Multimedia Assisted Dietary ManagementPage 1https://doi.org/10.1145/3552484.3554984In the first part of this talk, I will review the hunt for sensors that started of the field of automated dietary monitoring (ADM) and continues to play a role in shaping current research. Moreover, I will describe the eyeglasses-based sensors that we ...