Improve Temporal Reasoning in MLLMs via Video Contrastive Decoding
Daiqing Qi, D Guo, H Yuan, H Zhao, M Hu, L Yang, S Li
Neural Information Processing Systems (NeurIPS)
Daiqing Qi
Senior Applied Scientist
Publications
-
-
-
The Photographer’s Eye: Teach MLLMs to See and Critique like Photographers
Daiqing Qi, H Zhao, J Shi, S Jenni, Y Fan, F Dernoncourt, S Cohen, S Li
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
-
Easy Regional Contrastive Learning of Expressive Fashion Representations
Daiqing Qi, H Zhao, S Li
Neural Information Processing Systems (NeurIPS)
-
Generalizing (CLIP) to Unseen Domains via Text-guided Augmentation
Daiqing Qi, H Zhao, A Zhang, S Li
European Conference on Computer Vision (ECCV)
-
Revealing an Overlooked Challenge in Class-Incremental Graph Learning
Daiqing Qi, H Zhao, X Jia, S Li
Transactions on Machine Learning Research (TMLR)
-
Tag-grounded Visual Instruction Tuning with Retrieval Augmentation
Daiqing Qi, H Zhao, Z Wei, S Li
Empirical Methods in Natural Language Processing, Main Track (EMNLP)
-
-
-
Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models
Yunlong Tang, Jing Bi, Pinxin Liu, Zhenyu Pan, Zhangyun Tan, Qianxiang Shen, Jiani Liu, Hang Hua, Junjia Guo, Yunzhong Xiao, Chao Huang, Zhiyuan Wang, Susan Liang, Xinyi Liu, Yizhi Song, Yuhe Nie, Jia-Xing Zhong, Bozheng Li, Daiqing Qi, Ziyun Zeng, A. Vosoughi, Luchuan Song, Zeliang Zhang, D. Shimada, Han Liu, Jiebo Luo, Chenliang Xu
October 2025
arXiv | October 2025
-
VRMDiff: Text-Guided Video Referring Matting Generation of Diffusion
Lehan Yang, Jincen Song, Tianlong Wang, Daiqing Qi, Weili Shi, Yuheng Liu, Sheng Li
March 2025
arXiv | March 2025
-
-
-
Better Generative Replay for Continual Federated Learning
Daiqing Qi, Handong Zhao, Sheng Li
International Conference on Learning Representations (ICLR) | March 2023
-
-
-
Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models
Yunlong Tang, Jing Bi, Pinxin Liu, Zhenyu Pan, Zhangyun Tan, Qianxiang Shen, Jiani Liu, Hang Hua, Junjia Guo, Yunzhong Xiao, Chao Huang, Zhiyuan Wang, Susan Liang, Xinyi Liu, Yizhi Song, Yuhe Nie, Jia-Xing Zhong, Bozheng Li, Daiqing Qi, Ziyun Zeng, A. Vosoughi, Luchuan Song, Zeliang Zhang, D. Shimada, Han Liu, Jiebo Luo, Chenliang Xu
October 2025
arXiv | October 2025
-
VRMDiff: Text-Guided Video Referring Matting Generation of Diffusion
Lehan Yang, Jincen Song, Tianlong Wang, Daiqing Qi, Weili Shi, Yuheng Liu, Sheng Li
March 2025
arXiv | March 2025
-
-
-
The Photographer’s Eye: Teach MLLMs to See and Critique like Photographers
Daiqing Qi, H Zhao, J Shi, S Jenni, Y Fan, F Dernoncourt, S Cohen, S Li
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
-
Improve Temporal Reasoning in MLLMs via Video Contrastive Decoding
Daiqing Qi, D Guo, H Yuan, H Zhao, M Hu, L Yang, S Li
Neural Information Processing Systems (NeurIPS)
-
Revealing an Overlooked Challenge in Class-Incremental Graph Learning
Daiqing Qi, H Zhao, X Jia, S Li
Transactions on Machine Learning Research (TMLR)
-
Tag-grounded Visual Instruction Tuning with Retrieval Augmentation
Daiqing Qi, H Zhao, Z Wei, S Li
Empirical Methods in Natural Language Processing, Main Track (EMNLP)
-
Generalizing (CLIP) to Unseen Domains via Text-guided Augmentation
Daiqing Qi, H Zhao, A Zhang, S Li
European Conference on Computer Vision (ECCV)
-
Easy Regional Contrastive Learning of Expressive Fashion Representations
Daiqing Qi, H Zhao, S Li
Neural Information Processing Systems (NeurIPS)
-
Better Generative Replay for Continual Federated Learning
Daiqing Qi, Handong Zhao, Sheng Li
International Conference on Learning Representations (ICLR) | March 2023
-
-
-
Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models
Yunlong Tang, Jing Bi, Pinxin Liu, Zhenyu Pan, Zhangyun Tan, Qianxiang Shen, Jiani Liu, Hang Hua, Junjia Guo, Yunzhong Xiao, Chao Huang, Zhiyuan Wang, Susan Liang, Xinyi Liu, Yizhi Song, Yuhe Nie, Jia-Xing Zhong, Bozheng Li, Daiqing Qi, Ziyun Zeng, A. Vosoughi, Luchuan Song, Zeliang Zhang, D. Shimada, Han Liu, Jiebo Luo, Chenliang Xu
October 2025
arXiv | October 2025
-
VRMDiff: Text-Guided Video Referring Matting Generation of Diffusion
Lehan Yang, Jincen Song, Tianlong Wang, Daiqing Qi, Weili Shi, Yuheng Liu, Sheng Li
March 2025
arXiv | March 2025
-
-
-
The Photographer’s Eye: Teach MLLMs to See and Critique like Photographers
Daiqing Qi, H Zhao, J Shi, S Jenni, Y Fan, F Dernoncourt, S Cohen, S Li
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
-
Improve Temporal Reasoning in MLLMs via Video Contrastive Decoding
Daiqing Qi, D Guo, H Yuan, H Zhao, M Hu, L Yang, S Li
Neural Information Processing Systems (NeurIPS)
-
Tag-grounded Visual Instruction Tuning with Retrieval Augmentation
Daiqing Qi, H Zhao, Z Wei, S Li
Empirical Methods in Natural Language Processing, Main Track (EMNLP)
-
Generalizing (CLIP) to Unseen Domains via Text-guided Augmentation
Daiqing Qi, H Zhao, A Zhang, S Li
European Conference on Computer Vision (ECCV)
-
Easy Regional Contrastive Learning of Expressive Fashion Representations
Daiqing Qi, H Zhao, S Li
Neural Information Processing Systems (NeurIPS)
-
Better Generative Replay for Continual Federated Learning
Daiqing Qi, Handong Zhao, Sheng Li
International Conference on Learning Representations (ICLR) | March 2023
-
-
-
Revealing an Overlooked Challenge in Class-Incremental Graph Learning
Daiqing Qi, H Zhao, X Jia, S Li
Transactions on Machine Learning Research (TMLR)
-