Uncertainty-Aware Domain Adaptation for Vitiligo Segmentation in Clinical Photographs
Caitlin Perez-Stable, Harrison Zhu et al.
Paper
Details
#DomainAdaptation #MedicalImaging #VitiligoSegmentation
Latest posts tagged with #DomainAdaptation on Bluesky
Uncertainty-Aware Domain Adaptation for Vitiligo Segmentation in Clinical Photographs
Caitlin Perez-Stable, Harrison Zhu et al.
Paper
Details
#DomainAdaptation #MedicalImaging #VitiligoSegmentation
Domain Adaptation Advances Turbofan Engine Life Prediction
A study introduces a three‑dimensional taxonomy for turbofan RUL prediction, finding adversarial domain adaptation cuts feature divergence and temporal alignment improves stability. getnews.me/domain-adaptation-advanc... #turbofan #domainadaptation
VirDA Introduces Efficient Visual Reprogramming for Domain Adaptation
VirDA adds a lightweight visual reprogramming layer to frozen vision backbones, achieving 92.8% mean accuracy on the Office‑31 benchmark while training only 1.5 M parameters. Read more: getnews.me/virda-introduces-efficie... #virda #domainadaptation
Unified Domain Adaptive Semantic Segmentation Boosts Image & Video Transfer
QuadMix, a four‑directional mixup for unified image and video segmentation, outperforms prior methods on UDA‑SS benchmarks. Published in IEEE TPAMI (Aug 2025). getnews.me/unified-domain-adaptive-... #quadmix #domainadaptation
Degree-Conscious Spiking Graph Improves Cross-Domain Adaptation
DeSGraDA adapts spike thresholds per node degree and provides a generalization bound for spiking domain adaptation, beating state‑of‑the‑art SGN methods on benchmark datasets. getnews.me/degree-conscious-spiking... #spikinggraph #domainadaptation
#ConformalPrediction #VisionTransformers #SkinLesionClassification #UncertaintyQuantification #MedicalAI #DomainAdaptation #AIResearch
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