SceneTrilogy: On Human Scene-Sketch and its Complementarity with Photo and Text

PN Chowdhury, AK Bhunia, A Sain… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this paper, we extend scene understanding to include that of human sketch. The result is a
complete trilogy of scene representation from three diverse and complementary modalities …

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 …

Sketch2Saliency: Learning to Detect Salient Objects from Human Drawings

AK Bhunia, S Koley, A Kumar, A Sain… - Proceedings of the …, 2023 - openaccess.thecvf.com
Human sketch has already proved its worth in various visual understanding tasks (eg,
retrieval, segmentation, image-captioning, etc). In this paper, we reveal a new trait of …

Exploiting Unlabelled Photos for Stronger Fine-Grained SBIR

A Sain, AK Bhunia, S Koley… - Proceedings of the …, 2023 - openaccess.thecvf.com
This paper advances the fine-grained sketch-based image retrieval (FG-SBIR) literature by
putting forward a strong baseline that overshoots prior state-of-the art by 11%. This is not via …

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 …

Beyond Domain Gap: Exploiting Subjectivity in Sketch-Based Person Retrieval

K Lin, Z Wang, Z Wang, Y Zheng, S Satoh - arXiv preprint arXiv …, 2023 - arxiv.org
Person re-identification (re-ID) requires densely distributed cameras. In practice, the person
of interest may not be captured by cameras and, therefore, needs to be retrieved using …

Active Learning for Fine-Grained Sketch-Based Image Retrieval

H Thakur, S Chattopadhyay - arXiv preprint arXiv:2309.08743, 2023 - arxiv.org
The ability to retrieve a photo by mere free-hand sketching highlights the immense potential
of Fine-grained sketch-based image retrieval (FG-SBIR). However, its rapid practical …

Adapt and Align to Improve Zero-Shot Sketch-Based Image Retrieval

S Dong, M Zhu, N Wang, H Yang, X Gao - arXiv preprint arXiv:2305.05144, 2023 - arxiv.org
Zero-shot sketch-based image retrieval (ZS-SBIR) is challenging due to the cross-domain
nature of sketches and photos, as well as the semantic gap between seen and unseen …

Zero-Shot 3D Shape Sketch View Similarity and Retrieval

G Berardi, Y Gryaditskaya - arXiv preprint arXiv:2306.08541, 2023 - arxiv.org
We conduct a detailed study of the ability of pretrained on pretext tasks ViT and ResNet
feature layers to quantify the similarity between pairs of 2D sketch views of individual 3D …