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Jiaming Han

be simple, be happy

🐇 Language: EN/中文

Biography

I am a PhD student of MMLab@CUHK advised by Prof. Xiangyu Yue, and a research intern at Shanghai AI Lab advised by Dr. Peng Gao. Recently, I focus on large language models (LLMs) and multimodal LLMs. Our recent works on efficient finetuning LLMs (LLaMA-Adapters) have attracted a lot of attention from the community.

I got my Master degree from CAPTAIN Group, Wuhan University and Bachelor degree from Central South University. I also interned at Tencent YouTu Lab.

More about me: Email | Google Scholar | Github | Curriculum Vitae

News

  • 01/2024: LLaMA-Adapter is accepted by ICLR 2024!.
  • 12/2023: We release OneLLM which aligns eight modalities to language using a unified framework.
  • 09/2023: ImageBind-LLM is released at arXiv.
  • 05/2023: We release ImageBind-LLM: a LLM connects Image, Video, Audio, Point Cloud and more! Check our demo.
  • 04/2023: We release multi-modal instruction model LLaMA-Adapter V2. Check our demo at OpenGVLab.
  • 03/2023: We release the paper and code of LLaMA-Adapter.
  • 11/2022: One paper on Few-Shot Object Detection is accepted by AAAI 2023.
  • 03/2022: We release the paper and code of OpenDet.
  • 03/2022: One paper on Open-Set Object Detection is accepted by CVPR 2022.
  • 02/2022: Our works S2A-Net and ReDet are included in OpenMMLab’s mmrotate.
  • 08/2021: Third-party implementation of S2A-Net with Jittor and PaddlePaddle.
  • 05/2021: Research intern in computer vision at Tencent YouTu Lab.
  • 03/2021: We release the paper and code of ReDet.
  • 02/2021: One paper is accepted by CVPR 2021.

Publications

  1. OneLLM: One Framework to Align All Modalities with Language
    Jiaming Han, Kaixiong Gong, Yiyuan Zhang, Jiaqi Wang, Kaipeng Zhang
    Dahua Lin, Yu Qiao, Peng Gao, Xiangyu Yue. arXiv preprint arXiv:2312.03700
    Project Page | Paper | Code | Demo | Star: 327
  2. ImageBind-LLM: Multi-modality Instruction Tuning
    Jiaming Han*,Renrui Zhang*,Wenqi Shao*,Peng Gao*,Peng Xu*,Han Xiao*
    Kaipeng Zhang,Chris Liu,Song Wen,Ziyu Guo,Xudong Lu,Shuai Ren,Yafei Wen
    Xiaoxin Chen,Xiangyu Yue,Hongsheng Li,Yu Qiao. arXiv preprint arXiv:2309.03905
    Paper | Code | Demo | Star: 5.3K | Cite: 13
  3. LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model
    Peng Gao*, Jiaming Han*, Renrui Zhang*, Ziyi Lin*, Shijie Geng, Aojun Zhou, Wei Zhang
    Pan Lu, Conghui He, Xiangyu Yue, Hongsheng Li, Yu Qiao. arXiv preprint arXiv:2303.16199
    Paper | Code | Demo | Star: 5.3K | Cite: 144
  4. LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention
    Renrui Zhang*, Jiaming Han*, Aojun Zhou, Xiangfei Hu, Shilin Yan, Pan Lu
    Hongsheng Li, Peng Gao, Yu Qiao. ICLR 2024.
    Paper | Code | Demo | Star: 5.3K | Cite: 191
  5. Few-Shot Object Detection via Variational Feature Aggregation
    Jiaming Han, Yuqiang Ren, Jian Ding, Ke Yan, Gui-Song Xia.
    Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI), 2023.
    Paper | Code | Star: 60 | Oral Presentation
  6. Expanding Low-Density Latent Regions for Open-Set Object Detection
    Jiaming Han, Yuqiang Ren, Jian Ding, Xingjia Pan, Ke Yan, Gui-Song Xia.
    Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2022.
    Paper | Code | Star: 90 | Cite: 40
  7. ReDet: A Rotation-Equivariant Detector for Aerial Object Detection
    Jiaming Han, Jian Ding, Nan Xue, Gui-Song Xia.
    Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2021.
    Project | Paper | Code | Poster | Slide | Star: 366 | Cite: 374
  8. Align Deep Features for Oriented Object Detection
    Jiaming Han, Jian Ding, Jie Li, Gui-Song Xia.
    IEEE Trans. on Geoscience and Remote Sensing (TGRS), 2021.
    Paper | Code | Star: 356 | Cite: 443 | Top journal in Remote Sensing

Experience

  • Shanghai AI Lab 10/2022 - Present
    Research Intern in Computer Vision
    Mentor: Dr. Peng Gao
    Vision-Language Models

  • Tencent YouTu Lab 05/2021 - 05/2022
    Research Intern in Computer Vision
    Open-set/Few-shot object detection

Activities

  • Reviewer of CVPR’21-24, ICCV’21-23, NIPS’23, ICLR’24, WACV’22, ECCV’22, AAAI’23-24
  • Reviewer of TPAMI, IJCV, TIP, ISPRS, TGRS, TNNLS

Educations

  • PhD. The Chinese University of Hong Kong. 09/2023 - Present
  • M.E. Wuhan University. 09/2019 - 06/2022
  • B.E. Central South University. 09/2015 - 06/2019

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