Image synthesis: a review of methods, datasets, evaluation metrics, and future outlook

SS Baraheem, TN Le, TV Nguyen - Artificial Intelligence Review, 2023 - Springer
Image synthesis is a process of converting the input text, sketch, or other sources, ie, another
image or mask, into an image. It is an important problem in the computer vision field, where it …

Clip for all things zero-shot sketch-based image retrieval, fine-grained or not

A Sain, AK Bhunia, PN Chowdhury… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this paper, we leverage CLIP for zero-shot sketch based image retrieval (ZS-SBIR). We
are largely inspired by recent advances on foundation models and the unparalleled …

Fine-grained image analysis with deep learning: A survey

XS Wei, YZ Song, O Mac Aodha, J Wu… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Fine-grained image analysis (FGIA) is a longstanding and fundamental problem in computer
vision and pattern recognition, and underpins a diverse set of real-world applications. The …

It's All About Your Sketch: Democratising Sketch Control in Diffusion Models

S Koley, AK Bhunia, D Sekhri, A Sain… - Proceedings of the …, 2024 - openaccess.thecvf.com
This paper unravels the potential of sketches for diffusion models addressing the deceptive
promise of direct sketch control in generative AI. We importantly democratise the process …

A survey on heterogeneous face recognition: Sketch, infra-red, 3D and low-resolution

S Ouyang, T Hospedales, YZ Song, X Li, CC Loy… - Image and Vision …, 2016 - Elsevier
Heterogeneous face recognition (HFR) refers to matching face imagery across different
domains. It has received much interest from the research community as a result of its …

Deeper, broader and artier domain generalization

D Li, Y Yang, YZ Song… - Proceedings of the …, 2017 - openaccess.thecvf.com
The problem of domain generalization is to learn from multiple training domains, and extract
a domain-agnostic model that can then be applied to an unseen domain. Domain …

Picture that sketch: Photorealistic image generation from abstract sketches

S Koley, AK Bhunia, A Sain… - Proceedings of the …, 2023 - openaccess.thecvf.com
Given an abstract, deformed, ordinary sketch from untrained amateurs like you and me, this
paper turns it into a photorealistic image-just like those shown in Fig. 1 (a), all non-cherry …

How to handle sketch-abstraction in sketch-based image retrieval?

S Koley, AK Bhunia, A Sain… - Proceedings of the …, 2024 - openaccess.thecvf.com
In this paper we propose a novel abstraction-aware sketch-based image retrieval framework
capable of handling sketch abstraction at varied levels. Prior works had mainly focused on …

Zero-shot everything sketch-based image retrieval, and in explainable style

F Lin, M Li, D Li, T Hospedales… - Proceedings of the …, 2023 - openaccess.thecvf.com
This paper studies the problem of zero-short sketch-based image retrieval (ZS-SBIR),
however with two significant differentiators to prior art (i) we tackle all variants (inter …

What can human sketches do for object detection?

PN Chowdhury, AK Bhunia, A Sain… - Proceedings of the …, 2023 - openaccess.thecvf.com
Sketches are highly expressive, inherently capturing subjective and fine-grained visual
cues. The exploration of such innate properties of human sketches has, however, been …