[HTML][HTML] Deep learning for studying drawing behavior: A review

B Beltzung, M Pelé, JP Renoult, C Sueur - Frontiers in psychology, 2023 - frontiersin.org
In recent years, computer science has made major advances in understanding drawing
behavior. Artificial intelligence, and more precisely deep learning, has displayed …

Free2cad: Parsing freehand drawings into cad commands

C Li, H Pan, A Bousseau, NJ Mitra - ACM Transactions on Graphics …, 2022 - dl.acm.org
CAD modeling, despite being the industry-standard, remains restricted to usage by skilled
practitioners due to two key barriers. First, the user must be able to mentally parse a final …

Deep learning for free-hand sketch: A survey

P Xu, TM Hospedales, Q Yin, YZ Song… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Free-hand sketches are highly illustrative, and have been widely used by humans to depict
objects or stories from ancient times to the present. The recent prevalence of touchscreen …

SEVA: Leveraging sketches to evaluate alignment between human and machine visual abstraction

K Mukherjee, H Huey, X Lu, Y Vinker… - Advances in …, 2024 - proceedings.neurips.cc
Sketching is a powerful tool for creating abstract images that are sparse but meaningful.
Sketch understanding poses fundamental challenges for general-purpose vision algorithms …

Sketchgnn: Semantic sketch segmentation with graph neural networks

L Yang, J Zhuang, H Fu, X Wei, K Zhou… - ACM Transactions on …, 2021 - dl.acm.org
We introduce SketchGNN, a convolutional graph neural network for semantic segmentation
and labeling of freehand vector sketches. We treat an input stroke-based sketch as a graph …

Sketch-segformer: Transformer-based segmentation for figurative and creative sketches

Y Zheng, J Xie, A Sain, YZ Song… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
Sketch is a well-researched topic in the vision community by now. Sketch semantic
segmentation in particular, serves as a fundamental step towards finer-level sketch …

Sketchxai: A first look at explainability for human sketches

Z Qu, Y Gryaditskaya, K Li, K Pang… - Proceedings of the …, 2023 - openaccess.thecvf.com
This paper, for the very first time, introduces human sketches to the landscape of XAI
(Explainable Artificial Intelligence). We argue that sketch as a" human-centred" data form …

Sketchaa: Abstract representation for abstract sketches

L Yang, K Pang, H Zhang… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
What makes free-hand sketches appealing for humans lies with its capability as a universal
tool to depict the visual world. Such flexibility at human ease, however, introduces abstract …

[PDF][PDF] SketchHealer: A Graph-to-Sequence Network for Recreating Partial Human Sketches.

G Su, Y Qi, K Pang, J Yang, YZ Song, C SketchX - BMVC, 2020 - openresearch.surrey.ac.uk
To perceive and create a whole from parts is a prime trait of the human visual system. In this
paper, we teach machines to perform a similar task by recreating a vectorised human sketch …

One sketch for all: One-shot personalized sketch segmentation

A Qi, Y Gryaditskaya, T Xiang… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
We present the first one-shot personalized sketch segmentation method. We aim to segment
all sketches belonging to the same category provisioned with a single sketch with a given …