Company Filing History:
Years Active: 2025
Title: Griffin Kelly: Innovator in Object Identification Technologies
Introduction
Griffin Kelly is an accomplished inventor based in Brooklyn, NY. He has made significant contributions to the field of technology, particularly in the area of object identification and self-checkout systems. His innovative approach to training data generation has the potential to enhance the efficiency and accuracy of self-checkout processes.
Latest Patents
Griffin Kelly holds a patent for "Systems and methods for training data generation for object identification and self-checkout anti-theft." This patent discloses technologies for generating training data for identification neural networks. A series of images are captured of various merchandise items from different angles and with diverse background assortments of other merchandise items. A labeled training dataset is generated for these merchandise items. The captured images are normalized, ensuring that the merchandise occupies a threshold percentage of pixels in the normalized image. The training dataset is further extended by applying augmentation operations to the normalized images, resulting in a plurality of augmented images. Each image is stored in the training dataset as a unique training data point for the depicted merchandise item. Labels are generated to map each training data point to attributes associated with the merchandise item. Input neural networks are then trained on this labeled training dataset to perform real-time identification of selected merchandise items placed into a self-checkout apparatus by users.
Career Highlights
Griffin Kelly is currently employed at Maplebear Inc., where he continues to develop and refine his innovative technologies. His work focuses on enhancing the capabilities of self-checkout systems, making them more user-friendly and efficient.
Collaborations
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Conclusion
Griffin Kelly's contributions to the field of object identification and self-checkout technologies demonstrate his commitment to innovation and excellence. His patent reflects a significant advancement in the way merchandise is identified and processed in retail environments.