一、从事专业及研究方向
从事专业:人工智能、信息与通信工程、计算机科学与技术
研究方向:深度学习、底层视觉感知、遥感影像解译等
二、工作经历
2024.12—至今,河南科技学院信息工程学院副教授(校聘教授)
2024.11—至今,河南科技学院信息工程学院学术副院长
2024.07—至今,东南大学南通海洋高等研究院访问研究员
2024.01—至今,郑州大学博士后
2023.10—2024.10,河南科技学院信息工程学院研究生秘书
2023.07—至今,河南科技学院计算机应用研究所所长
2022.08—2024.12,河南科技学院信息工程学院讲师(校聘教授)
三、科研成果
(一)承担主要课题
1. 中国博士后科学基金面上项目“深度学习赋能的小麦高光谱图像生成与鉴别研究”,(2024.07—2025.12),在研,主持;
2. 河南省科技研发计划联合基金—青年科学家项目“耦合局部特征和层分解模型的水下机器人视觉增强研究”,(2024.01—2026.12),在研,主持;
3. 河南省博士后科学基金匹配资助项目“深度学习赋能的小麦高光谱图像生成与鉴别研究”,(2025.01—2025.12),在研,主持;
4. 河南省重点研发与推广专项项目“面向水下机器人视觉增强的多范数变分模型研究及应用”,(2024.01—2025.12),在研,主持;
5. 河南省教师教育课程改革研究项目“智能教育下师范生数字化能力培养体系的构建与实践”,(2024.01—2024.12),在研,主持;
6. 河南省自然科学青年基金项目“面向复杂退化类型的水下光学图像分类与清晰化研究”,(2023.01—2024.07),结项,主持;
7. 河南科技学院高层次人才引育计划项目“面向复杂海洋环境下的水下图像分类与清晰化方法研究”,(2022.09—2025.09),在研,主持;
8. 河南省重点研发专项项目“面向智慧黄河水下监测的软件定义自主航行器网络关键技术及应用”,(2024.01—2027.12),在研,第一参与人;
9. 河南省重点研发与推广专项项目“面向交叉感知注意力网络的小麦品种鉴别研究及应用”,(2024.01—2025.12),在研,第一参与人;
10. 河南省高等教育教学改革研究与实践项目“地方本科高校微专业建设的探索与实践”,(2024.01—2026.12),在研,第一参与人;
(二)近年代表性论文
[1] 第一作者. Underwater image enhancement via minimal color loss and locally adaptive contrast enhancement. IEEE Transactions on Image Processing, 2022. (中科院1区Top, IF:11.04,ESI Highly Cited Paper & ESI Hot Paper & Popular Documents)
[2] 第一作者. Underwater image enhancement via wavelet decomposition fusion of advantage contrast. IEEE Transactions on Circuits and Systems for Video Technology, 2025. (中科院1区Top, IF:11.10,Popular Documents)
[3] 通讯作者. Constructing balanced training samples: a new perspective on long-tailed classification. IEEE Transactions on Multimedia, 2025. (中科院1区Top, IF:9.70)
[4] 第一作者. Underwater image enhancement via weighted wavelet visual perception fusion. IEEE Transactions on Circuits and Systems for Video Technology, 2024. (中科院1区Top, IF:8.30,ESI Highly Cited Paper & ESI Hot Paper & Popular Documents)
[5] 第一作者. GACNet: Generate adversarial-driven cross-aware network for hyperspectral wheat variety identification. IEEE Transactions on Geoscience and Remote Sensing, 2024. (中科院1区Top, IF:7.50,ESI Highly Cited Paper & ESI Hot Paper)
[6] 第一作者. Underwater image enhancement via principal component fusion of foreground and background. IEEE Transactions on Circuits and Systems for Video Technology, 2024. (中科院1区Top, IF:8.30,Popular Documents)
[7] 通讯作者. FCNet: Frequency co-interaction network with color restoration for lowlight image enhancement. IEEE Transactions on Consumer Electronics, 2025. (中科院2区, IF:10.90)
[8] 第一作者. AGANet: Attention-guided generative adversarial network for corn hyperspectral images augmentation. IEEE Transactions on Consumer Electronics, 2024. (中科院2区, IF:4.30)
[9] 第一作者. CATNet: Cascaded attention transformer network for marine species image classification. Expert Systems with Applications, 2024. (中科院1区Top, IF:7.50,ESI Highly Cited Paper & ESI Hot Paper)
[10] 第一作者. Retinex-inspired color correction and detail preserved fusion for underwater image enhancement. Computers and Electronics in Agriculture, 2022. (中科院1区Top, IF:6.75)
[11] 第一作者. Unified multi-color-model-learning-based deep support vector machine for underwater image classification. Engineering Applications of Artificial Intelligence, 2024. (中科院1区Top, IF:7.50)
[12] 第一作者. CVANet: Cascaded visual attention network for single image super-resolution. Neural Networks, 2024. (中科院1区Top, IF:6.00,ESI Highly Cited Paper)
[13] 通讯作者. S4: Self-supervised learning with sparse-dense sampling. Knowledge-Based Systems, 2024. (中科院1区Top, IF:7.20)
[14] 通讯作者. CIDNet: Cross-scale interference mining detection network for underwater object detection. Knowledge-Based Systems, 2025. (中科院1区Top, IF:7.60)
[15] 共同第一. An image restoration method with generalized image formation model for poor visible conditions. IEEE Transactions on Geoscience and Remote Sensing, 2022. (中科院1区Top, IF:7.50)
[16] 共同第一. Underwater image quality improvement via color, detail, and contrast restoration. IEEE Transactions on Circuits and Systems for Video Technology, 2024. (中科院1区Top, IF:8.30,ESI Highly Cited Paper)
[17] 第一作者. Underwater image enhancement via piecewise color correction and dual prior optimized contrast enhancement. IEEE Signal Processing Letters, 2023. (中科院2区, IF:3.20,ESI Highly Cited Paper & ESI Hot Paper & Popular Documents)
[18] 第一作者. Underwater image enhancement by attenuated color channel correction and detail preserved contrast enhancement. IEEE Journal of Oceanic Engineering, 2022. (中科院2区, IF:3.80,ESI Highly Cited Paper & Popular Documents)
[19] 第一作者. Enhancing underwater image via color correction and Bi-interval contrast enhancement. Signal Processing: Image Communication, 2021. (中科院2区, IF:3.40,ESI Highly Cited Paper)
[20] 第一作者. SSTNet: Spatial, spectral, and texture aware attention network using hyperspectral image for corn variety identification. IEEE Geoscience and Remote Sensing Letters, 2022. (中科院2区, IF:4.00)
(三)近年授权发明专利
[1] 第一,已授权,局部自适应的水下图像颜色校正方法(ZL202210555492.5)
[2] 第一,已授权,局部自适应的水下图像对比度增强方法(ZL202210556777.0)
[3] 第一,已授权,双先验优化的水下图像对比度增强方法(ZL202211449049.6)
[4] 第二,已授权,一种基于多通道卷积的MSRCR图像去雾方法(ZL201910041240.9)
[5] 第二, 已授权,一种基于高、低频信息融合的水下图像增强方法(ZL201910807224.6)
[6] 第二,已授权,一种基于颜色校正和对比度拉伸的水下图像增强方法(ZL201910818691.9)
[7] 第二,已授权,一种基于选择性补偿颜色和三区间均衡的水下图像增强方法(ZL201911319794.7)
(四)学术论著
[1] Weidong Zhang, Research on Underwater Image Enhancement and Recovery Methods in Complex Environments, 南开大学出版社, ISBN:9787310067305, April, 2025