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Tianhe Ren
I am currently working at The International Digital Economy Academy (IDEA) as Computer Vision Engineer, advised by Prof. Lei Zhang . In 2021, I got my bachelor's degree from MAC Lab in Xiamen University advised by
Associate Prof. Yiyi Zhou and Prof. Rongrong Ji. I'm primarily interested in researching vision foundation models, object detection and segmentation, and multi-modal learning. I'm also passionate about open-source projects in AI community.
The research work and open-source projects I'm involved in have garnered more than 25.0K stars on Github.
My personal avatar is my beloved daughter named Toffee, she is a Minuet (also known as the Napoleon) cat.
Email /
Google Scholar /
Resume /
Github /
Twitter /
ZhiHu
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News
Grounding DINO is selected as The 1st Most Influential Paper in ECCV 2024.
One paper is accepted to NeurIPS 2024.
Grounded SAM 2 is released towards tracking anything in video.
Grounding DINO 1.6 is released with stronger open-world detection performance.
One paper is accepted to TPAMI 2024.
Six papers are accepted to ECCV 2024.
Grounding DINO 1.5 is released towards the most capable open-set detection model.
Grounded SAM is accepted to ICCV 2023 Demo Track.
Four papers are accepted to CVPR/NeurIPS/ICCV 2023.
One paper is accepted to NeurIPS 2022.
One paper is accepted to ICCV 2021.
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Selected Research
See full list at Google Scholar. (* indicates equal contribution, † indicates corresponding author).
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Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection
Shilong Liu,
Zhaoyang Zeng,
Tianhe Ren,
Feng Li,
Hao Zhang,
Jie Yang,
Chunyuan Li,
Jianwei Yang,
Hang Su,
Jun Zhu,
Lei Zhang†
European Conference on Computer Vision (ECCV), 2024.
The 1st Most Influential Paper by PaperDigest.
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T-Rex2: Towards Generic Object Detection via Text-Visual Prompt Synergy
Qing Jiang,
Feng Li,
Zhaoyang Zeng,
Tianhe Ren,
Shilong Liu,
Lei Zhang†
European Conference on Computer Vision (ECCV), 2024
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Grounding DINO 1.5: Advance the "Edge" of Open-Set Object Detection
Tianhe Ren*,
Qing Jiang*,
Shilong Liu*,
Zhaoyang Zeng*,
Wenlong Liu,
Han Gao,
Hongjie Huang,
Zhengyu Ma,
Xiaoke Jiang,
Yihao Chen,
Yuda Xiong,
Hao Zhang,
Feng Li,
Peijun Tang,
Kent Yu,
Lei Zhang†
Tech report, May. 2024
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Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks
Tianhe Ren*,
Shilong Liu*,
Ailing Zeng,
Jing Lin,
Kunchang Li,
He Cao,
Jiayu Chen,
Xinyu Huang,
Yukang Chen,
Feng Yan,
Zhaoyang Zeng,
Hao Zhang,
Feng Li,
Jie Yang,
Hongyang Li,
Qing Jiang,
Lei Zhang†
International Conference on Computer Vision (ICCV) Demo Track, 2023
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Cheap and Quick: Efficient Vision-Language Instruction Tuning for Large Language Models
Gen Luo,
Yiyi Zhou,
Tianhe Ren,
Shengxin Chen,
Xiaoshuai Sun,
Rongrong Ji†
Conference on Neural Information Processing Systems (NeurIPS), 2023
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Detection Transformer with Stable Matching
Shilong Liu*,
Tianhe Ren*,
Jiayu Chen*,
Zhaoyang Zeng,
Hao Zhang,
Feng Li,
Hongyang Li,
Jun Huang,
Hang Su,
Jun Zhu,
Lei Zhang†
International Conference on Computer Vision (ICCV), 2023
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detrex: Benchmarking Detection Transformers
Tianhe Ren*,
Shilong Liu*,
Feng Li*,
Hao Zhang*,
Ailing Zeng,
Jie Yang,
Xingyu Liao,
Ding Jia,
Hongyang Li,
He Cao,
Jianan Wang,
Zhaoyang Zeng,
Xianbiao Qi,
Yuhui Yuan,
Jianwei Yang,
Lei Zhang†
Tech report, May. 2023
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You Only Segment Once: Towards Real-Time Panoptic Segmentation
Jie Hu,
Linyan Huang,
Tianhe Ren,
Shengchuan Zhang,
Rongrong Ji,
Liujuan Cao†,
Computer Vision and Pattern Recognition (CVPR), 2023
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TRAR: Routing the Attention Spans in Transformers for Visual Question Answering
Yiyi Zhou,
Tianhe Ren,
Chaoyang Zhu ,
Xiaoshuai Sun,
Jianzhuang Liu,
Xinghao Ding,
Mingliang Xu,
Rongrong Ji†
International Conference on Computer Vision (ICCV), 2021
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Professional Services
Conference Reviewer:
Computer Vision in the Wild (CVinW), on CVPR 2024 Workshop.
European Conference on Computer Vision (ECCV), 2024.
Conference on Neural Information Processing Systems (NeurIPS), 2024.
International Conference on Learning Representations (ICLR), 2025.
Artificial Intelligence and Statistics (AISTATS), 2025.
Computer Vision and Pattern Recognition (CVPR), 2025.
Organizer:
Computer Vision in the Wild (CVinW), on CVPR 2023 Workshop.
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