Unsupervised domain adaptation of object detectors: A survey

P Oza, VA Sindagi, VV Sharmini… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Recent advances in deep learning have led to the development of accurate and efficient
models for various computer vision applications such as classification, segmentation, and …

Multiple adverse weather conditions adaptation for object detection via causal intervention

H Zhang, L Xiao, X Cao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Most state-of-the-art object detection methods have achieved impressive perfomrace on
several public benchmarks, which are trained with high definition images. However, existing …

Togethernet: Bridging image restoration and object detection together via dynamic enhancement learning

Y Wang, X Yan, K Zhang, L Gong, H Xie… - Computer Graphics …, 2022 - Wiley Online Library
Adverse weather conditions such as haze, rain, and snow often impair the quality of
captured images, causing detection networks trained on normal images to generalize poorly …

MCNet: Magnitude consistency network for domain adaptive object detection under inclement environments

J Pang, W Liu, B Zhang, X Yang, B Liu, D Tao - Pattern Recognition, 2024 - Elsevier
Deep learning-based object detection methods have achieved promising results in normal
scenarios, while such methods often fail to locate objects from the disturbed images …

Condition Invariance for Autonomous Driving by Adversarial Learning

DT e Silva, RPM Cruz - Iberoamerican Congress on Pattern Recognition, 2023 - Springer
Object detection is a crucial task in autonomous driving, where domain shift between the
training and the test set is one of the main reasons behind the poor performance of a …

Transforming Tradition: Utilizing MUNIT for Sasirangan Fabric's Color Pattern Generation

NF Mustamin, M Maulida, Y Sari… - … on Informatics and …, 2023 - ieeexplore.ieee.org
The Sasirangan fabric is a significant cultural relic in South Kalimantan, Indonesia. These
fabrics have patterns with particular purposes, meanings, and colors that offer therapeutic …