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360 Tech Engineering
360 Tech Engineering
Aug 29, 2024 · Artificial Intelligence

FancyVideo: Towards Dynamic and Consistent Video Generation via Cross-frame Textual Guidance

FancyVideo is an open‑source UNet‑based video generation model that supports arbitrary resolutions, aspect ratios, styles, and motion dynamics by introducing a Cross‑frame Textual Guidance Module (CTGM) with temporal injectors, refiners, and boosters, achieving state‑of‑the‑art results on multiple benchmarks and enabling versatile applications such as video extension, backtracking, and frame interpolation.

AI researchUNetcross-frame guidance
0 likes · 6 min read
FancyVideo: Towards Dynamic and Consistent Video Generation via Cross-frame Textual Guidance
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Jan 19, 2024 · Artificial Intelligence

Image Mosaic Removal Using Autoencoder and UNet in PyTorch

This article explains how to use autoencoders and a UNet architecture implemented in PyTorch to remove mosaic blocks from images, detailing the underlying principles, dataset preparation, network components, training procedure, and sample results.

Deep LearningMosaic RemovalPyTorch
0 likes · 13 min read
Image Mosaic Removal Using Autoencoder and UNet in PyTorch
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Aug 13, 2023 · Artificial Intelligence

Image Mosaic Removal Using Autoencoder and UNet in PyTorch

This article explains the principle behind using deep‑learning autoencoders and UNet architectures to reconstruct mosaicked images, provides a complete PyTorch implementation with dataset preparation, network definition, training, and inference, and demonstrates the restored results.

Mosaic RemovalPyTorchUNet
0 likes · 13 min read
Image Mosaic Removal Using Autoencoder and UNet in PyTorch