A review of synthetic image data and its use in computer vision

K Man, J Chahl - Journal of Imaging, 2022 - mdpi.com
Development of computer vision algorithms using convolutional neural networks and deep
learning has necessitated ever greater amounts of annotated and labelled data to produce …

A comprehensive survey on data-efficient GANs in image generation

Z Li, B **a, J Zhang, C Wang, B Li - arxiv preprint arxiv:2204.08329, 2022 - arxiv.org
Generative Adversarial Networks (GANs) have achieved remarkable achievements in image
synthesis. These successes of GANs rely on large scale datasets, requiring too much cost …

Implicit identity representation conditioned memory compensation network for talking head video generation

FT Hong, D Xu - Proceedings of the IEEE/CVF International …, 2023 - openaccess.thecvf.com
Talking head video generation aims to animate a human face in a still image with dynamic
poses and expressions using motion information derived from a target-driving video, while …

Voice-face homogeneity tells deepfake

H Cheng, Y Guo, T Wang, Q Li, X Chang… - ACM Transactions on …, 2023 - dl.acm.org
Detecting forgery videos is highly desirable due to the abuse of deepfake. Existing detection
approaches contribute to exploring the specific artifacts in deepfake videos and fit well on …

Nerfinvertor: High fidelity nerf-gan inversion for single-shot real image animation

Y Yin, K Ghasedi, HT Wu, J Yang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Nerf-based Generative models have shown impressive capacity in generating high-quality
images with consistent 3D geometry. Despite successful synthesis of fake identity images …

Facial prior guided micro-expression generation

Y Zhang, X Xu, Y Zhao, Y Wen… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This paper focuses on the facial micro-expression (FME) generation task, which has
potential application in enlarging digital FME datasets, thereby alleviating the lack of training …

Cinemo: Consistent and controllable image animation with motion diffusion models

X Ma, Y Wang, G Jia, X Chen, YF Li, C Chen… - arxiv preprint arxiv …, 2024 - arxiv.org
Diffusion models have achieved great progress in image animation due to powerful
generative capabilities. However, maintaining spatio-temporal consistency with detailed …

Animateme: 4d facial expressions via diffusion models

D Gerogiannis, FP Papantoniou, RA Potamias… - … on Computer Vision, 2024 - Springer
The field of photorealistic 3D avatar reconstruction and generation has garnered significant
attention in recent years; however, animating such avatars remains challenging. Recent …

Adma-GAN: Attribute-Driven Memory Augmented GANs for Text-to-Image Generation.

X Wu, H Zhao, L Zheng, S Ding, X Li - Proceedings of the 30th ACM …, 2022 - dl.acm.org
As a challenging task, text-to-image generation aims to generate photo-realistic and
semantically consistent images according to the given text descriptions. Existing methods …

Joint audio-visual attention with contrastive learning for more general deepfake detection

Y Zhang, W Lin, J Xu - ACM Transactions on Multimedia Computing …, 2024 - dl.acm.org
With the continuous advancement of deepfake technology, there has been a surge in the
creation of realistic fake videos. Unfortunately, the malicious utilization of deepfake poses a …