J. Imaging, Free Full-Text
Por um escritor misterioso
Last updated 16 abril 2025

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.

Journal of Imaging An Open Access Journal from MDPI
POWER-LITE Nedlands Group posted on LinkedIn
61459-9.fp.png)
Free Full-Thickness Pelvic Graft: Experimental Repair of Ureter

Go Wild by John J. Ratey, MD
Sickle Cell Trait and Renal Papillary Necrosis - Eileena J. Li

Acronym Ftj Stock Photos - Free & Royalty-Free Stock Photos from

Genitourinary Imaging: Case Review, 3e by Kawamoto MD Satomi
Regulation by a protein-free carbohydrate-rich diet of rat

Initial j star logo Royalty Free Vector Image - VectorStock

The surgical management and outcomes of dialysis access-associated

2838a - j VF OG NH, 29c WWII 1944 Road to Victory Sheet, vibrant
Massachusetts Law Quarterly 1954-10: Vol 39 Iss 3 : Free Download
Recomendado para você
-
Next Chess Move Latest Version 3.3.1 for Android16 abril 2025
-
Acquisition of chess knowledge in AlphaZero16 abril 2025
-
Chess Editor for Password Game - Find Next Best Move16 abril 2025
-
AI Helps Humans Level Up - IEEE Spectrum16 abril 2025
-
Chess Robot System Algorithm16 abril 2025
-
chess-position · GitHub Topics · GitHub16 abril 2025
-
New release - Next Chess Move16 abril 2025
-
Worlds Fastest Bitboard Chess Movegenerator - CodeProject16 abril 2025
-
Lc0 networks, which is the best? - Next Chess Move16 abril 2025
-
The 'knight on an infinite chessboard' puzzle: efficient simulation in R – Variance Explained16 abril 2025
você pode gostar
-
Palácio Rio Branco (Acre) – Wikipédia, a enciclopédia livre16 abril 2025
-
Resident Evil 4' Remake Producer Offers Slim Hope Capcom Will16 abril 2025
-
Burro, Wiki Herois16 abril 2025
-
Ultra SHINY 6IV NIHILEGO / Pokemon Sword and Shield / Alolan16 abril 2025
-
House of the Dragon: que horas estreia a série no HBO Max?16 abril 2025
-
Small size ice cream shop interior 3D design ideas16 abril 2025
-
IMDb - Still thinking about that Dwayne Johnson entrance 🤯 From the Black Adam reveals to Ryan Coogler's heartfelt speech about Wakanda Forever, #SDCC panels left us with memories we'll never forget.16 abril 2025
-
Lutador concordiense é Campeão Mundial de Jiu-Jitsu - Rádio RuralFM16 abril 2025
-
King of Defense 2 Codes in 2023 Defense games, Tower defense, Defense16 abril 2025
-
Fogo No Iate Turco No Mar Mediterrâneo Despejando a água No Iate16 abril 2025