J. Imaging, Free Full-Text
Por um escritor misterioso
Descrição
Identifying the configuration of chess pieces from an image of a chessboard is a problem in computer vision that has not yet been solved accurately. However, it is important for helping amateur chess players improve their games by facilitating automatic computer analysis without the overhead of manually entering the pieces. Current approaches are limited by the lack of large datasets and are not designed to adapt to unseen chess sets. This paper puts forth a new dataset synthesised from a 3D model that is an order of magnitude larger than existing ones. Trained on this dataset, a novel end-to-end chess recognition system is presented that combines traditional computer vision techniques with deep learning. It localises the chessboard using a RANSAC-based algorithm that computes a projective transformation of the board onto a regular grid. Using two convolutional neural networks, it then predicts an occupancy mask for the squares in the warped image and finally classifies the pieces. The described system achieves an error rate of 0.23% per square on the test set, 28 times better than the current state of the art. Further, a few-shot transfer learning approach is developed that is able to adapt the inference system to a previously unseen chess set using just two photos of the starting position, obtaining a per-square accuracy of 99.83% on images of that new chess set. The code, dataset, and trained models are made available online.
Network Analysis of Cardiac Remodeling by Primary Mitral
The surgical management and outcomes of dialysis access-associated
Journal of Imaging An Open Access Journal from MDPI
The Detroit Jewish News Digital Archives - August 17, 1962 - Image 13
Mcyt Signature Database - Colaboratory
J-Basket, Sushi Nori Seaweed Full Sheet, USDA Organic, Vegan, Non
Journal of Imaging An Open Access Journal from MDPI
JTurkGerGynecolAssoc (@JtggaOfficial) / X
Flora Journal-Record - Flora Digital Newspapers - Illinois Digital
In-Stent Neoatherosclerosis: A Cause of Late Stent Thrombosis in a
Article Review of Jose J. Ventilacion's The Truth Shall Set You
Letter J SVG Cut File Letter J Alphabet Cutting Files
Large Vinyl Monogram Letter J Decal Split Letter Monogram
Comparing Parts with the Whole: Willingness to Pay for Pesticide
Full and partial regularity for a class of nonlinear free boundary
de
por adulto (o preço varia de acordo com o tamanho do grupo)