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Author

Jian Xue

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Aug 2026

SRGT: Spatial-Resolution-Guided Teacher for Robust Semi-Supervised Aerial Object Detection

Semi-supervised object detection (SSOD) in aerial imagery is significantly hampered by extreme object scale variations, primarily due to diverse spatial resolutions inherent in aerial data, measurable through Ground Sample Distance (GSD). Existing SSOD methods often overlook this crucial GSD information, leading to unr...

Yuqiu Li, Jian Xue, Fan Li et al. · 0 citations
Conference Aug 2026

Conditional flow matching with coordinate-aware patch training for efficient 3D medical image segmentation

This work proposes a conditional Flow Matching (CFM) based framework for efficient 3D medical image segmentation that maintains competitive segmentation accuracy while achieving an inference time of only 1.14 seconds per volume, offering a clear efficiency advantage over existing generative segmentation methods.

Y. Yilihamu, Jian Xue, Chuang Jia et al. · 0 citations

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