1 citations · 1 across the 11 of their papers we have counts for
12 papers
Faster than real-time detection of shot boundaries, sampling structure and dynamic keyframes in video
Hannes Fassold
The detection of shot boundaries (hardcuts and short dissolves), sampling structure (progressive / interlaced / pulldown) and dynamic keyframes in a video are fundamental video ana…
A real-time algorithm for human action recognition in RGB and thermal video
Hannes Fassold, Karlheinz Gutjahr, Anna Weber +1
Monitoring the movement and actions of humans in video in real-time is an important task. We present a deep learning based algorithm for human action recognition for both RGB and t…
FastHebb: Scaling Hebbian Training of Deep Neural Networks to ImageNet Level
Gabriele Lagani, Claudio Gennaro, Hannes Fassold +1
Learning algorithms for Deep Neural Networks are typically based on supervised end-to-end Stochastic Gradient Descent (SGD) training with error backpropagation (backprop). Backprop…
A qualitative investigation of optical flow algorithms for video denoising
Hannes Fassold
A good optical flow estimation is crucial in many video analysis and restoration algorithms employed in application fields like media industry, industrial inspection and automotive…
AdaFamily: A family of Adam-like adaptive gradient methods
Hannes Fassold
We propose AdaFamily, a novel method for training deep neural networks. It is a family of adaptive gradient methods and can be interpreted as sort of a blend of the optimization al…
Detecting speaking persons in video
Hannes Fassold
We present a novel method for detecting speaking persons in video, by extracting facial landmarks with a neural network and analysing these landmarks statistically over time
Some like it tough: Improving model generalization via progressively increasing the training difficulty
Hannes Fassold
In this work, we propose to progressively increase the training difficulty during learning a neural network model via a novel strategy which we call mini-batch trimming. This strat…
Hyper360 -- a Next Generation Toolset for Immersive Media
Hannes Fassold, Antonis Karakottas, Dorothea Tsatsou +7
Spherical 360° video is a novel media format, rapidly becoming adopted in media production and consumption of immersive media. Due to its novelty, there is a lack of tools for prod…
Automatic cinematography for 360 video
Hannes Fassold
We describe our method for automatic generation of a visually interesting camera path (automatic cinematography)from a 360 video. Based on the information from the scene objects, m…
The Hyper360 toolset for enriched 360 video
Hannes Fassold, Antonis Karakottas, Dorothea Tsatsou +7
360 video is a novel media format, rapidly becoming adopted in media production and consumption as part of todays ongoing virtual reality revolution. Due to its novelty, th…
OmniTrack: Real-time detection and tracking of objects, text and logos in video
Hannes Fassold, Ridouane Ghermi
The automatic detection and tracking of general objects (like persons, animals or cars), text and logos in a video is crucial for many video understanding tasks, and usually real-t…
Adapting Computer Vision Algorithms for Omnidirectional Video
Hannes Fassold
Omnidirectional (360°) video has got quite popular because it provides a highly immersive viewing experience. For computer vision algorithms, it poses several challenges, like the…