(1)遥感图像分割与分类、地物目标检测与识别
(2)医学图像分割
(3)目标检测与对抗攻击
(4)变化检测
(5)图像增强(去噪、去雾、超分)
(6)多模态数据处理
(7)人工智能相关研究内容
近年部分代表性学术论文如下:
1. Bin Han, Yiquan Wu. Active Contours Driven by Global and Local Weighted Signed Pressure Force for Image Segmentation[J]. Pattern Recognition, 2019, 88: 715-728. (中科院1区)
2. Bin Han, Yiquan Wu. Active Contour Model for Inhomogenous Image Segmentation Based on Jeffreys Divergence[J]. Pattern Recognition, 2020, 107: 107520. (中科院1区)
3. Bin Han, BingKun Bao. River Channel Extraction in SAR Images Using Level Sets Driven by Symmetric Kullback-Leibler Distance[J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 5218516. (中科院1区)
4. Bin Han, Anup Basu. Level Sets Based on AoTF Fitting Energy for Riverbank Line Extraction From SAR Images[J]. IEEE Sensors Journal, 2023, 23(19): 22905-22918. (中科院2区)
5. Bin Han, Anup Basu. Level Sets Guided by SoDEF-Fitting Energy for River Channel Detection in SAR Images[J]. Remote Sensing, 2023, 15, 3251. (中科院2区)
6. Bin Han, Guangao Xing, Xiaozhen Lu, Anup Basu. AFUNet With Active Contour Loss for Water Body Detection in SAR Imagery[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2024, (17): 17540-17554. (中科院2区)
7. 邢广澳, 卢官明, 韩斌. MAFUNet:结合注意力机制和主动轮廓损失的SAR图像水体分割算法[J]. 测绘学报, 2025, 54(05): 924-936. (遥感测绘中文顶刊)
8. Bin Han, Xin Huang, Feng Xue. BiEHFFNet: A Water Body Detection Network for SAR Images Based on Bi-Encoder and Hybrid Feature Fusion[J]. Mathematics, 2025, 13(15): 2347.
9. 韩斌, 黄欣, 李丰毅, 等. 一种双编码器自适应特征融合的SAR图像水体分割网络[J]. 测绘学报, 2026, 55(01): 101-113. (遥感测绘中文顶刊)