Name: Yang Wenji, born in June 1984, associate professor, teacher at the School of Software, Jiangxi Agricultural University. Main research directions: computer vision, artificial intelligence, hand pose and mesh estimation, and smart agriculture.
From January 2009 to November 2017, I worked at the Software College of Jiangxi Agricultural University, serving as a teaching assistant and lecturer.
From September 2019 to June 2020, I visited the Agricultural Information Technology Research Institute at Zhejiang University for one year.
From December 2017 to present, I have been working at the School of Software, Jiangxi Agricultural University, as an associate professor and master's supervisor. Director of Teaching and Research Office, Research Secretary, CCF member. Selected for the "Future Star" Top Talents Program, National Scholarship Council General Project, Jiangxi Province Far East Navigation Project, and Ministry of Education Young Backbone Teachers Domestic Visiting Scholar Project, National Natural Science Foundation Communication Review Expert, Ministry of Education Degree Center Thesis Review Expert, and reviewer for well-known journals such as "Knowledge based Systems (Top Journals)", "Multimedia Tools and Applications", and "Journal of Xi'an Jiaotong University". And is also an expert in the evaluation of dissertations of the Degree and Graduate Education Development Center of the Ministry of Education. Engaged in long-term research in the fields of computer vision, artificial intelligence, pattern recognition, and smart agriculture, leading 11 national and provincial level projects; Published over 45 relevant academic papers; Authorized 8 national invention patents and registered 12 software copyrights.
Some research projects are as follows:
[1] Research on high-precision hand mesh reconstruction based on structural semantic perception and multi-perspective projection optimization, National Natural Science Foundation of China, No. 62366018, Hosted
[2] Research and application of gesture interaction technology based on depth information and salient computing, National Natural Science Foundation of China, No. 61462038, Hosted
[3] Research on Region based Image Retrieval Using Sorting and Similarity Learning, National Natural Science Foundation of China, No. 61363046, Principal Investigator
[4] Research on gesture interaction technology in hospital scenes based on graph networks and image generation, Natural Science Foundation of Jiangxi Province, Project No. 20212BAB212005, Hosted
[5] Research on dual hand dense reconstruction based on cascaded multi-scale feature attention and interactive attention graph convolution, Natural Science Foundation of Jiangxi Province, Project No. 20224BAB202015, Hosted
[6] Research on Feature Selection and Classification Methods for Multi label Data, National Natural Science Foundation of China, No. 62366019, participated in
[7] Research on Granularity Model and Knowledge Discovery for Dynamic Complex Data, National Natural Science Foundation of China, No. 61502213, participated in
[8] Research on Granularity Model and Knowledge Discovery for Label Distributed Data, National Natural Science Foundation of China, No. 61966016, participated in
[9] Theoretical and technical research on holographic environment map of home intelligent space service robot, National Natural Science Foundation of China, No. 60975062, participated in
[10] Research on Kernel Sparse Representation Gesture Recognition Based on Multi Feature Fusion, Science and Technology Plan Project of Jiangxi Provincial Department of Education, No. GJJ14281, Hosted
[11] Research on 3D Hand Pose Estimation Method Based on Domain Transfer and Deep Learning, Science and Technology Plan Project of Jiangxi Provincial Department of Education, No. GJJ190217, Hosted
[12] Research on cross domain gesture recognition method based on unsupervised domain adaptation, Open Project of State Key Laboratory of CAD&CG, Zhejiang University (A2029), Hosted
[13] Design and Implementation of a Citrus Mite Recognition System Based on Neural Networks, Science and Technology Plan Project of Jiangxi Provincial Department of Education, No. GJJ11080, participated in
[14] Research on Computer Vision Acquisition Method for Rice Growth Information, Science and Technology Plan Project of Jiangxi Provincial Department of Education, No. GJJ160374, participated in
[15] Research on Motion Imagination Signal Processing Method for Minimizing Calibration Time”, Science and Technology Plan Project of Jiangxi Provincial Department of Education, participated in
Some research papers are as follows:
[1] Mengjun Tong, Hong Rao, Wenji Yang, Shengbo Chen et al. DViTGAN: Training ViTGANs with Diffusion, The European Association for Computer Graphics and John Wiley & Sons Ltd. 2024.
[2] Wenji Yang*, Xiaoying Qiu. A novel crop pest detection model based on YOLOv5, Agriculture 2024,14,275. https://doi.org/10.3390/agriculture14020275. (SCI).
[3] Wenji Yang*, Xiaoying Qiu. A lightweight and efficient model for grape bunch detection and biophysical anomaly assessment in complex environments based on YOLOv8s. Frontiers in plant science, 15:1395796. doi: 10.3389/fpls.2024.1395796. (SCI).
[4] Wenji Yang*, Xinxin Ma, Hang An. Blueberry ripeness detection model based on enhanced detail feature and content-aware reassembly,Agronomy-basel 2023,13,1613. https://doi.org/10.3390/agronomy13061613. (SCI).
[5] Wenji Yang*, Xinxin Ma. Lightweight blueberry fruit recognition based on multi-scale and attention fusion NCBAM, Agronomy-basel 2022,12, 2354. https://doi.org/10.3390/agronomy12102354. (SCI).
[6] Wenji Yang*, Wenchao Hu, Shaoping Xu. Multi-scale and multi-match for few-Shot plant disease image semantic segmentation. Agronomy 2022,12,2847. https://doi.org/10.3390/agronomy12112847. (SCI).
[7] Lili Fan, Hong Rao, Wenji Yang*. 3D hand pose estimation based on five-layer ensemble CNN, Sensors, 2021,21,649. https://doi.org/10.3390/s21020649. (SCI).
[8] Wenji Yang*, Liping Xie, Wenbin Qian, Canghai Wu, Hongyun Yang. Coarse-to-fine cascaded 3D hand mesh reconstruction on SSGA and MHSA.The Visual Computer, 2023,40, https://doi.org/10.1007/s00371-024-03305-6. (SCI)
[9] Wenji Yang*, Hang An, Wenchao Hu et al. Text-guided floral image generation based on lightweight deep attention feature fusion GAN.The Visual Computer, 2024, Accepted. (SCI)
[10] Wenbin Qian, Jiale Liu, Wenji Yang, Jintao Huang, Weiping Ding. Partial label feature selection based on noisy manifold and label distribution.Pattern Recognition, 2024, Accepted. (SCI)
[11] Jinfei Ding, Wenbin Qian, Yihui Li, Wenji Yang, Jintao Huang. Partial label feature selection via label disambiguation and neighborhood mutual information. Information sciences, 2024, Accepted. (SCI)
[12] Yuling He, Yingding Zhao, Wenji Yang*, Yilu Xu. Person image generation through graph-based and appearance-decomposed generative adversarial network. PeerJ Computer Science, 2021, 7:e761 https://doi.org/10.7717/peerj-cs.761. (SCI).
[13] Shiming Dai, Wei Liu, Wenji Yang*, Lili Fan, Jihao Zhang. Cascaded Hierarchical CNN for RGB-based 3D Hand Pose Estimation, Mathematical Problems in Engineering, 2020, DOI: 10.1155/2020/8432840:1-13. (SCI).
[14] Wenji Yang*, Lingfu Kong, Mingyan Wang*. Hand gesture recognition using saliency and histogram intersection kernel based sparse representation, Multimedia Tools and Applications, 2016, 75(10):6021-6034. (SCI).
[15] Wenji Yang*, Wei Huang*, Shanxue Chen, Partial Volume Correction on ASL-MRI and its Application on Alzheimer’s Disease Diagnosis, IEICE Transactions on Information and Systems, 2014, E97-D(11): 2912-2918. (SCI).
[16] Lingfu Kong, Liangliang Duan*, Wenji Yang, Yan Dou. Salient region detection: an integration approach based on image pyramid and region property. IET Computer Vision, 2014, 9(1): 85-97(SCI).
[17] Deming Kong, Liangliang Duan, Peiliang Wu, Wenji Yang, Salient Region Detection via Feature Combination and Discriminative Classifier. Mathematical Problems in Engineering, 2015, DOI: 10.1155/2015/846895:1-13.(SCI)
[18] Wei Huang, Wenji Yang*, Research on Moving Object Detection Algorithm Based on Spectral Clustering and Incremental Learning, Journal of Northwestern Polytechnical University, 2017, 35(1): 170-176 (EI).
[19] Jie Xiong, Jun Peng, Wenji Yang*, Lifang Huang. Multi scale high-resolution preservation and viewpoint invariant hand pose estimation, Computer Engineering and Applications, 2021,57(14):148-157. (CSCD).
[20] Yingding Zhao, Xingyu Yue, Wenji Yang*, JiHao Zhang, HongYun Yang. Significance detection based on multi feature fusion convolutional neural network, Computer science engineering, 2021,43(4):729-737.
[21] Wenji Yang, Yinxin Zheng, Meng Mei, Yingding Zhao*, Yinglong Wang, Hua Yin. Multi scale high-resolution feature fusion for gesture detection, Computer Application and Software，2023, 40(11):176-185..
[22] Yingding Zhao, Yuling He, Wenji Yang*, Canghai Wu, Hongyun Yang, Lifang Huang. Unsupervised Human Image Generation under Structural Appearance Metrics, Mini-Micro Systems, 2021, 42(10):2101-2106.(CSCD).
[23] Wenji Yang, Hao Li, Yinglong Wang*, Meng Mei. Improving YOLOv3's multi-scale high-resolution feature enhanced image object detection, Mini-Micro Systems, 2022, 44(6):1311-1317.(CSCD).
[24] Wenji Yang, Wenchao Hu, Yingding Zhao, Wenbin Qian. Research on Improved Yolov5 Plant Disease Detection Algorithm, China Agricultural Machinery Chemistry Report, 2023,44(1):108-115.
[25] Xingyu Yue, Yingding Zhao, Wenji Yang*, Hongyun Yang, Peng Shao. Multi scale saliency detection based on feature fusion, Mini-Micro Systems, 2019, 40(8): 1734-1739 (CSCD).
[26] Wei Liu, Shiming Dai, Wenji Yang*. Color 3D gesture estimation based on cascaded convolutional neural network, Mini-Micro Systems, 2020,41(3):558-563 (CSCD).
[27] Wenji Yang*, Lingfu Kong, Using visual attention and multi feature fusion for gesture detection and recognition, Mini-Micro Systems, 2015, 36(3): 610-615 (CSCD).
[28] Ming Hu, Mingyan Wang, Wenji Yang*, Simulation of motion accuracy of robot tracking gesture posture image, computer simulation, 2017, 34(8):346-350. (CSCD).
[29] Wenjie Fan, Mingyan Wang, Wenji Yang*, Fingertip and Palm Feature Extraction Method Based on Depth Images, computer application, 2015, 35(6): 1791-1794 (CSCD).
Partial invention patents and software copyrights:
[1] Yang Wenji; Xie Liping and others; 3D hand pose estimation method and system based on semantic perception graph convolution, August 29, 2023, China, CN202310754065.4(patent)
[2] Yang Wenji; Li Jiarui and others; 3D Interactive Hand Reconstruction Method and System Based on Deformable Attention, November 07, 2023, China, CN202311024598.3(patent)
[3] Yang Wenji; An Hang and others; Method and System for Generating Images from Long Text, September 05, 2023, China, CN202310764770.2(patent)
[4] Yang Wenji; Ma Xinxin and others; A small object detection method and system based on YOLOv7, August 15, 2023, China, CN202310656474.0(patent)
[5] Yang Wenji; An Hang and others; A method and system for generating text images based on lightweight dynamic refinement, December 19, 2023, China, CN202311127041.2(patent)
[6] Yang Wenji; Qiu Xiaoying and others; A pest detection method and system based on YOLOv5, May 28, 2024, China, CN 202410122712.4(patent)
[7] Yang Wenji; An Hang and others; A text editing image system and method based on feature localization fusion, July 08, 2024, China, CN202410689213.3(patent)
[8] Yang Wenji; Xie Liping and others; A hand mesh reconstruction system and method based on a bidirectional curved state space model, July 23, 2024, China, CN202410591602.2(patent)
[9] Yang Wenji; Xie Liping and others; Intelligent gesture recognition system based on deep learning V1.0，2023SR1528900，original acquisition, all rights, 2023-11-29, (software copyright)
[10] Hu Wenchao; Yang Wenji and others; Automatic citrus picking detection system based on Yolov5 robotic arm, 2021SR1915436, original acquisition, all rights, 2021-11-26, (software copyright)
[11] Yang Wenji; Xie Liping and others; Pest detection and recognition system based on Yolov5，2023SR0531640, original acquisition, all rights, 2023-05-10, (software copyright)
[12] Yang Wenji; Qiu Xiaoying and others; Crop spray vision platform, 2023SR0196737, original acquisition, all rights, 2023-02-03, (software copyright)
[13] Yang Wenji; Qiu Xiaoying and others; A defect monitoring system for high-performance composite materials, 2023SR0310955, original acquisition, all rights, 2023-03-09, (software copyright)
[14] Yang Wenji; An Hang and others; New Rural Village Management System Based on SSM, 2023SR0099782, original acquisition, all rights, 2023-01-17, (software copyright)
[15] Yang Wenji; An Hang and others; A delivery system for agricultural markets based on SpringBoot, 2023SR0095830, original acquisition, all rights, 2023-01-17, (software copyright)
[16] Yang Wenji; Qiu Xiaoying and others; A commercial system for sharing bicycle user information, 2023SR0191124, original acquisition, all rights, 2023-02-02, (software copyright)
[17] Yang Wenji; Xie Liping and others; Hand object posture estimation and shape reconstruction system, 2024SR0011861, original acquisition, all rights, 2024-01-03, (software copyright)
[18] Yang Wenji; Ma Xinxin and others; The blueberry fruit maturity detection system based on multi-scale and fused attention Yolov5, 2023SR0760787，original acquisition, all rights, 2023-06-30, (software copyright)
[19] Yang Wenji; Ma Xinxin and others; Plant disease detection system based on backbone enhanced Yolov5，2023SR0585551，original acquisition, all rights, 2023-06-07, (software copyright)
