GAN-based anomaly detection: A review

X **a, X Pan, N Li, X He, L Ma, X Zhang, N Ding - Neurocomputing, 2022 - Elsevier
Supervised learning algorithms have shown limited use in the field of anomaly detection due
to the unpredictability and difficulty in acquiring abnormal samples. In recent years …

A survey on neural network interpretability

Y Zhang, P Tiňo, A Leonardis… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Along with the great success of deep neural networks, there is also growing concern about
their black-box nature. The interpretability issue affects people's trust on deep learning …

Scaling up gans for text-to-image synthesis

M Kang, JY Zhu, R Zhang, J Park… - Proceedings of the …, 2023 - openaccess.thecvf.com
The recent success of text-to-image synthesis has taken the world by storm and captured the
general public's imagination. From a technical standpoint, it also marked a drastic change in …

Zero-shot image-to-image translation

G Parmar, K Kumar Singh, R Zhang, Y Li, J Lu… - ACM SIGGRAPH 2023 …, 2023 - dl.acm.org
Large-scale text-to-image generative models have shown their remarkable ability to
synthesize diverse, high-quality images. However, directly applying these models for real …

Imagic: Text-based real image editing with diffusion models

B Kawar, S Zada, O Lang, O Tov… - Proceedings of the …, 2023 - openaccess.thecvf.com
Text-conditioned image editing has recently attracted considerable interest. However, most
methods are currently limited to one of the following: specific editing types (eg, object …

Stylegan-t: Unlocking the power of gans for fast large-scale text-to-image synthesis

A Sauer, T Karras, S Laine… - … on machine learning, 2023 - proceedings.mlr.press
Text-to-image synthesis has recently seen significant progress thanks to large pretrained
language models, large-scale training data, and the introduction of scalable model families …

Dragdiffusion: Harnessing diffusion models for interactive point-based image editing

Y Shi, C Xue, JH Liew, J Pan, H Yan… - Proceedings of the …, 2024 - openaccess.thecvf.com
Accurate and controllable image editing is a challenging task that has attracted significant
attention recently. Notably DragGAN developed by Pan et al.(2023) is an interactive point …

Drag your gan: Interactive point-based manipulation on the generative image manifold

X Pan, A Tewari, T Leimkühler, L Liu, A Meka… - ACM SIGGRAPH 2023 …, 2023 - dl.acm.org
Synthesizing visual content that meets users' needs often requires flexible and precise
controllability of the pose, shape, expression, and layout of the generated objects. Existing …

Versatile diffusion: Text, images and variations all in one diffusion model

X Xu, Z Wang, G Zhang, K Wang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Recent advances in diffusion models have set an impressive milestone in many generation
tasks, and trending works such as DALL-E2, Imagen, and Stable Diffusion have attracted …

Stylesdf: High-resolution 3d-consistent image and geometry generation

R Or-El, X Luo, M Shan, E Shechtman… - Proceedings of the …, 2022 - openaccess.thecvf.com
We introduce a high resolution, 3D-consistent image and shape generation technique which
we call StyleSDF. Our method is trained on single view RGB data only, and stands on the …