Pixelor: A Competitive Sketching AI Agent. So you think you can sketch?

AK Bhunia, A Das, UR Muhammad, Y Yang… - ACM Transactions on …, 2020 - dl.acm.org
… We find that for both AI Sketch-a-Net and human judging, Pixelor … recurrent neural network
(RNN) that takes in a vectorized … sketch competitively with humans and often beat humans in …

AI-sketcher: a deep generative model for producing high-quality sketches

N Cao, X Yan, Y Shi, C Chen - Proceedings of the AAAI conference on …, 2019 - ojs.aaai.org
… AI-Sketcher, a hybrid deep learning model that automatically … autoencoder based on a
convolutional neural network (CNN) to … Sketch-a-net that beats humans. arXiv preprint arXiv:…

Coupling deep textural and shape features for sketch recognition

Q Jia, X Fan, M Yu, Y Liu, D Wang… - Proceedings of the 28th …, 2020 - dl.acm.org
… presents a sequential dual recurrent neural networks (SD-… proposed method with Sketch-A-Net
architecture coupled both … of 250 categories compared with human and Sketch-A-Net [39] …

A hybrid convolutional neural network for sketch recognition

X Zhang, Y Huang, Q Zou, Y Pei, R Zhang… - Pattern Recognition …, 2020 - Elsevier
… a new deep neural network, named Sketch-a-Net, to extract deep features. Sketch-a-Net
Moreover, the performance of deep features is much higher than human when trained with …

Deep learning for free-hand sketch: A survey

P Xu, TM Hospedales, Q Yin, YZ Song… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
… is now widely modeled by recurrent neural network (RNN). (v) … surpassing humans and
helped to popularize deep learning for … (d) Finally, an ensemble of Sketch-ANet were combined …

Synthesizing human-like sketches from natural images using a conditional convolutional decoder

M Kampelmuhler, A Pinz - Proceedings of the IEEE/CVF …, 2020 - openaccess.thecvf.com
… We find that deep features as a perceptual similarity metric … further show that convolutional
neural networks trained on image … Sketch-a-Net: A deep neural network that beats humans. …

A novel sketch recognition model based on convolutional neural networks

AT Kabakus - 2020 International Congress on Human …, 2020 - ieeexplore.ieee.org
… [10] proposed an approach, namely, Sketch-a-Net (SN1.0), based on the utilization of the …
novel deep neural network model which is based on a Convolutional Neural Networks and the …

[PDF][PDF] Training convolutional neural network for sketch recognition on large-scale dataset.

W Zhou, J Jia - Int. Arab J. Inf. Technol., 2020 - ccis2k.org
… recognition performance, even beats the human. It makes a … In sketch a net [19, 20]
approach, it shows very good … The reason is that CNN need large scale learning samples, …

Attention-net: An ensemble sketch recognition approach using vector images

G Jain, S Chopra, S Chopra… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… To exploit this piece of information, recurrent neural network … with LSTMs [31] and convolutional
neural networks as well [32]. … , “Sketch-a-net: A deep neural network that beats humans,” …

Lightweight neural network for sketch recognition on mobile phones

N Kong, H Hou, Z Bai, X Guo - Science and Technologies for Smart Cities …, 2020 - Springer
… and 20% of the amount of Sketch-A-Net and MobileNets. We also … , beat human on sketch
recognition task by constructing a … by designing a lightweight deep neural network which takes …