2025

BRIDGE--Building Reinforcement-Learning Depth-to-Image Data Generation Engine for Monocular Depth Estimation
BRIDGE--Building Reinforcement-Learning Depth-to-Image Data Generation Engine for Monocular Depth Estimation

Dingning Liu, Haoyu Guo, Jingyi Zhou, Tong He

arXiv preprint

[Paper] [Code] [Project Page]

BRIDGE--Building Reinforcement-Learning Depth-to-Image Data Generation Engine for Monocular Depth Estimation

Dingning Liu, Haoyu Guo, Jingyi Zhou, Tong He

arXiv preprint

[Paper] [Code] [Project Page]

Omniworld: A multi-domain and multi-modal dataset for 4d world modeling
Omniworld: A multi-domain and multi-modal dataset for 4d world modeling

... (other authors), Dingning Liu, ... (7 authors)

The Fourteenth International Conference on Learning Representations (ICLR26)

[Paper] [Code] [Project Page] [Dataset]

Omniworld: A multi-domain and multi-modal dataset for 4d world modeling

... (other authors), Dingning Liu, ... (7 authors)

The Fourteenth International Conference on Learning Representations (ICLR26)

[Paper] [Code] [Project Page] [Dataset]

3DAxisPrompt: Promoting the 3D Grounding and Reasoning in GPT-4o
3DAxisPrompt: Promoting the 3D Grounding and Reasoning in GPT-4o

Dingning Liu*, Cheng Wang*, Peng Gao, Renrui Zhang, Xinzhu Ma, Yuan Meng, Zhihui Wang (* equal contribution)

Neurocomputing 637, 130072

[Paper]

3DAxisPrompt: Promoting the 3D Grounding and Reasoning in GPT-4o

Dingning Liu*, Cheng Wang*, Peng Gao, Renrui Zhang, Xinzhu Ma, Yuan Meng, Zhihui Wang (* equal contribution)

Neurocomputing 637, 130072

[Paper]

Towards Efficient and Intelligent Laser Weeding: Method and Dataset for Weed Stem Detection
Towards Efficient and Intelligent Laser Weeding: Method and Dataset for Weed Stem Detection

Dingning Liu*, Jinzhe Li*, Haoyang Su*, Bei Cui, Zhihui Wang, Qingbo Yuan, Wanli Ouyang, Nanqing Dong (* equal contribution)

Proceedings of the AAAI Conference on Artificial Intelligence 37 (AAAI25)

[Paper] [Code]

Towards Efficient and Intelligent Laser Weeding: Method and Dataset for Weed Stem Detection

Dingning Liu*, Jinzhe Li*, Haoyang Su*, Bei Cui, Zhihui Wang, Qingbo Yuan, Wanli Ouyang, Nanqing Dong (* equal contribution)

Proceedings of the AAAI Conference on Artificial Intelligence 37 (AAAI25)

[Paper] [Code]

2024

Lumina-next: Making lumina-t2x stronger and faster with next-dit
Lumina-next: Making lumina-t2x stronger and faster with next-dit

...(other 16 authors), Dingning Liu, Wanli Ouyang, Ziwei Liu, Yu Qiao, Hongsheng Li, Peng Gao

Advances in Neural Information Processing Systems 37 (NIPS25)

[Paper] [Code]

Lumina-next: Making lumina-t2x stronger and faster with next-dit

...(other 16 authors), Dingning Liu, Wanli Ouyang, Ziwei Liu, Yu Qiao, Hongsheng Li, Peng Gao

Advances in Neural Information Processing Systems 37 (NIPS25)

[Paper] [Code]

Uni3d-llm: Unifying point cloud perception, generation and editing with large language models
Uni3d-llm: Unifying point cloud perception, generation and editing with large language models

Dingning Liu, Xiaoshui Huang, Yuenan Hou, Zhihui Wang, Zhenfei Yin, yongshun Gong, Peng Gao, Wanli Ouyang

arXiv preprint

[Paper]

Uni3d-llm: Unifying point cloud perception, generation and editing with large language models

Dingning Liu, Xiaoshui Huang, Yuenan Hou, Zhihui Wang, Zhenfei Yin, yongshun Gong, Peng Gao, Wanli Ouyang

arXiv preprint

[Paper]

2023

Lamm: Language-assisted multi-modal instruction-tuning dataset, framework, and benchmark
Lamm: Language-assisted multi-modal instruction-tuning dataset, framework, and benchmark

Zhenfei Yin*, Jiong Wang*, Jianjian Cao*, Zhelun Shi*, Dingning Liu, ...(other authors) (* equal contribution)

Advances in Neural Information Processing Systems 36 (NIPS24)

[Paper] [Code] [Project Page]

Lamm: Language-assisted multi-modal instruction-tuning dataset, framework, and benchmark

Zhenfei Yin*, Jiong Wang*, Jianjian Cao*, Zhelun Shi*, Dingning Liu, ...(other authors) (* equal contribution)

Advances in Neural Information Processing Systems 36 (NIPS24)

[Paper] [Code] [Project Page]