| 2026 | DATE | A Real-Time Robotic Diffusion Policy Accelerator Exploiting Self- and Cross-Guided Modal Similarity. | Boju Chen, Xiaoyu Feng, Junyan Lin, Chen Tang, Huazhong Yang, Yongpan Liu |
| 2026 | ISCAS | Efficient Token Compression for the Understanding and Generation Unified MLLMs. | Junyan Lin, Jinming Liu, Shengyang Zhao, Xin Jin |
| 2026 | ISCAS | Revisiting MLLM Token Technology through the Lens of Classical Visual Coding. | Jinming Liu, Junyan Lin, Yuntao Wei, Kele Shao, Keda Tao, Jianguo Huang, Xudong Yang, Zhibo Chen, Huan Wang, Xin Jin |
| 2025 | CVPR | Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices. | Junyan Lin, Haoran Chen, Yue Fan, Yingqi Fan, Xin Jin, Hui Su, Jinlan Fu, Xiaoyu Shen |
| 2025 | EMNLP | Multimodal Language Models See Better When They Look Shallower. | Haoran Chen, Junyan Lin, Xinghao Chen, Yue Fan, Jianfeng Dong, Xin Jin, Hui Su, Jinlan Fu, Xiaoyu Shen |
| 2024 | EMNLP | To Preserve or To Compress: An In-Depth Study of Connector Selection in Multimodal Large Language Models. | Junyan Lin, Haoran Chen, Dawei Zhu, Xiaoyu Shen |
| 2024 | IGARSS | Sparse Focus Network for Multi-Source Remote Sensing Data Classification. | Xuepeng Jin, Junyan Lin, Feng Gao, Lin Qi, Yang Zhou |
| 2024 | IGARSS | Boosting Spatial-Spectral Masked Auto-Encoder Through Mining Redundant Spectra for HSI-SAR/LiDAR Classification. | Junyan Lin, Xuepeng Jin, Feng Gao, Junyu Dong, Hui Yu |
| 2024 | VCIP | Tell Codec What Worth Compressing: Semantically Disentangled Image Coding for Machine with LMMs. | Jinming Liu, Yuntao Wei, Junyan Lin, Shengyang Zhao, Heming Sun, Zhibo Chen, Wenjun Zeng, Xin Jin |
| 2023 | IGARSS | Gated-Cross Aggregation Network for Hyperspectral and LiDAR Data Classification. | Xiaochen Shi, Junyan Lin, Yuan Rao, Yue Sun, Feng Gao |
| 2023 | IGARSS | Multiview Siamese Collaborative Network for Hyperspectral Image Unmixing. | Zimo Yang, Lin Qi, Feng Gao, Junyan Lin |
| 2023 | IGARSS | Multi-Scale Transformer Network for Hyperspectral Image Denoising. | Shuai Hu, Yikun Hu, Junyan Lin, Feng Gao, Junyu Dong |
| 2023 | IGARSS | Hyperspectral and SAR Image Classification via Recursive Feature Interactive Fusion Network. | Liang Lv, Junyan Lin, Feng Gao, Lin Qi, Junyu Dong |
| 2021 | ISKE | Detection Capability Prediction Based on Broad Learning System during the COVID-19 Pandemic. | Junyan Lin, Minghao Tan, Yufan Zheng, Kaihan Wu, Choujun Zhan |