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Domain adaptive and generalizable network architectures and training strategies for semantic image segmentation
Unsupervised domain adaptation (UDA) and domain generalization (DG) enable machine
learning models trained on a source domain to perform well on unlabeled or even unseen …
learning models trained on a source domain to perform well on unlabeled or even unseen …
[HTML][HTML] An in-depth analysis of domain adaptation in computer and robotic vision
This review article comprehensively delves into the rapidly evolving field of domain
adaptation in computer and robotic vision. It offers a detailed technical analysis of the …
adaptation in computer and robotic vision. It offers a detailed technical analysis of the …
SOOD-ImageNet: a Large-Scale Dataset for Semantic Out-Of-Distribution Image Classification and Semantic Segmentation
Out-of-Distribution (OOD) detection in computer vision is a crucial research area, with
related benchmarks playing a vital role in assessing the generalizability of models and their …
related benchmarks playing a vital role in assessing the generalizability of models and their …
WasteGAN: Data Augmentation for Robotic Waste Sorting through Generative Adversarial Networks
Robotic waste sorting poses significant challenges in both perception and manipulation,
given the extreme variability of objects that should be recognized on a cluttered conveyor …
given the extreme variability of objects that should be recognized on a cluttered conveyor …
[PDF][PDF] Crossing Domain Borders with Federated Few-Shot Adaptation.
Federated Learning has gained significant attention as a data protecting paradigm for
decentralized, clientside learning in the era of interconnected, sensor-equipped edge …
decentralized, clientside learning in the era of interconnected, sensor-equipped edge …
SpectralWaste Dataset: Multimodal Data for Waste Sorting Automation
The increase in non-biodegradable waste is a worldwide concern. Recycling facilities play a
crucial role, but their automation is hindered by the complex characteristics of waste …
crucial role, but their automation is hindered by the complex characteristics of waste …