Revealing hidden context bias in segmentation and object detection through concept-specific explanations

M Dreyer, R Achtibat, T Wiegand… - Proceedings of the …, 2023 - openaccess.thecvf.com
Applying traditional post-hoc attribution methods to segmentation or object detection
predictors offers only limited insights, as the obtained feature attribution maps at input level …

ScoreSeg: Leveraging Score-Based Generative Model for Self-Supervised Semantic Segmentation of Remote Sensing

J Lu, G He, H Dou, Q Gao, L Fang… - IEEE Journal of Selected …, 2023 - ieeexplore.ieee.org
The performance of semantic segmentation of remote sensing images (RSIs) heavily
depends on the number of pixel-level annotations. In practice, the accumulation of pixel …

Reverse error modeling for improved semantic segmentation

CB Kuhn, M Hofbauer, G Petrovic… - … Conference on Image …, 2022 - ieeexplore.ieee.org
We propose the concept of error-reversing autoencoders (ERA) for correcting pixel-wise
errors made by an arbitrary semantic segmentation model. For this, we reframe the …

Evaluation of video coding for machines without ground truth

K Fischer, M Hofbauer, C Kuhn… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
In the emerging field of video coding for machines, video datasets with pristine video quality
and high-quality annotations are required for a comprehensive evaluation. However …

Failure Prediction for Autonomous Systems

CB Kuhn - 2022 - mediatum.ub.tum.de
Failures in autonomous systems are inevitable. In applications such as autonomous driving,
such failures can have critical consequences. Failure prediction is a potential solution. In this …

[PDF][PDF] Efficient compression of semantic segmentation neural networks

M Kowalski - project-archive.inf.ed.ac.uk
Semantic segmentation is the process of assigning a label to every pixel in the image.
Current state-of-the-art segmentation models becoming unnecessarily large and …

[引用][C] A deep learning-based pipeline for visual geolocation in the urban environment

V Tsapiv - 2023