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A survey of synthetic data augmentation methods in machine vision
A Mumuni, F Mumuni, NK Gerrar - Machine Intelligence Research, 2024 - Springer
The standard approach to tackling computer vision problems is to train deep convolutional
neural network (CNN) models using large-scale image datasets that are representative of …
neural network (CNN) models using large-scale image datasets that are representative of …
Ai-generated content (aigc) for various data modalities: A survey
AI-generated content (AIGC) methods aim to produce text, images, videos, 3D assets, and
other media using AI algorithms. Due to its wide range of applications and the demonstrated …
other media using AI algorithms. Due to its wide range of applications and the demonstrated …
Conditional image-to-video generation with latent flow diffusion models
Conditional image-to-video (cI2V) generation aims to synthesize a new plausible video
starting from an image (eg, a person's face) and a condition (eg, an action class label like …
starting from an image (eg, a person's face) and a condition (eg, an action class label like …
Long video generation with time-agnostic vqgan and time-sensitive transformer
Videos are created to express emotion, exchange information, and share experiences.
Video synthesis has intrigued researchers for a long time. Despite the rapid progress driven …
Video synthesis has intrigued researchers for a long time. Despite the rapid progress driven …
Deepfake video detection using convolutional vision transformer
The rapid advancement of deep learning models that can generate and synthesis hyper-
realistic videos known as Deepfakes and their ease of access to the general public have …
realistic videos known as Deepfakes and their ease of access to the general public have …
Generative adversarial networks for image and video synthesis: Algorithms and applications
The generative adversarial network (GAN) framework has emerged as a powerful tool for
various image and video synthesis tasks, allowing the synthesis of visual content in an …
various image and video synthesis tasks, allowing the synthesis of visual content in an …
Dreamwalker: Mental planning for continuous vision-language navigation
VLN-CE is a recently released embodied task, where AI agents need to navigate a freely
traversable environment to reach a distant target location, given language instructions. It …
traversable environment to reach a distant target location, given language instructions. It …
Enhancing photorealism enhancement
We present an approach to enhancing the realism of synthetic images. The images are
enhanced by a convolutional network that leverages intermediate representations produced …
enhanced by a convolutional network that leverages intermediate representations produced …
Citydreamer: Compositional generative model of unbounded 3d cities
Abstract 3D city generation is a desirable yet challenging task since humans are more
sensitive to structural distortions in urban environments. Additionally generating 3D cities is …
sensitive to structural distortions in urban environments. Additionally generating 3D cities is …
Taming visually guided sound generation
Recent advances in visually-induced audio generation are based on sampling short, low-
fidelity, and one-class sounds. Moreover, sampling 1 second of audio from the state-of-the …
fidelity, and one-class sounds. Moreover, sampling 1 second of audio from the state-of-the …