SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities
Boyuan Chen, Zhuo Xu, Sean Kirmani, Brian Ichter, Dorsa Sadigh, Leonidas J. Guibas, Fei Xia
2024年份
229顶会引用
摘要
Internet-scale 3D spatial reasoning dataset in metric space. By training a VLM on such data, we significantly enhance its ability on both qualitative and quantitative spatial VQA. Finally, we demonstrate that this VLM unlocks novel downstream applications in chainof-thought spatial reasoning and robotics due to its quantitative estimation capability. Website: https://spatial-vlm.github.io/
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper229
- SpatialRGPT: Grounded Spatial Reasoning in Vision-Language ModelsAn-Chieh Cheng, Hongxu Yin, Yang Fu, Qiushan Guo 等NeurIPS 2024 · 被引用 412 次
- Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial IntelligenceDiankun Wu, Fangfu Liu, Yi-Hsin Hung, Yueqi DuanNeurIPS 2025 · 被引用 245 次
- Scaling Proprioceptive-Visual Learning with Heterogeneous Pre-trained TransformersLirui Wang, Xinlei Chen, Jialiang Zhao, Kaiming HeNeurIPS 2024 · 被引用 208 次
- MMSI-Bench: A Benchmark for Multi-Image Spatial IntelligenceSihan Yang, Runsen Xu, Yiman Xie, Sizhe Yang 等ICLR 2026 · 被引用 195 次
- VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D ReconstructionZhiwen Fan, Jian Zhang, Renjie Li, Junge Zhang 等CVPR 2026 · 被引用 171 次
它引用的顶会 Paper19
- Chain-of-Thought Prompting Elicits Reasoning in Large Language ModelsJason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma 等NeurIPS 2022 · 被引用 22,562 次
- Visual Instruction TuningHaotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae LeeNeurIPS 2023 · 被引用 11,349 次
- Flamingo: a Visual Language Model for Few-Shot LearningJean-Baptiste Alayrac, Jeff Donahue, Pauline Luc, Antoine Miech 等NeurIPS 2022 · 被引用 6,707 次
- Finetuned Language Models are Zero-Shot LearnersJason Wei, Maarten Bosma, Vincent Y. Zhao, Kelvin Guu 等ICLR 2022 · 被引用 4,966 次
- InstructBLIP: Towards General-purpose Vision-Language Models with Instruction TuningWenliang Dai, Junnan Li, Dongxu Li, Anthony Meng Huat Tiong 等NeurIPS 2023 · 被引用 4,013 次
相关 Paper
- Spatial-DISE: A Unified Benchmark for Evaluating Spatial Reasoning in Vision-Language ModelsXinmiao Huang, Qisong He, Zhenglin Huang, Boxuan Wang 等ICLR 2026 · 被引用 8 次
- SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D PriorsChenyang Ma, Kai Lu, Ta Ying Cheng, Niki Trigoni 等NeurIPS 2024 · 被引用 82 次
- SCoT: Teaching 3D-LLMs to Think Spatially with Million-scale CoT AnnotationsJinpeng Li, Haiping Wang, Jiabin Chen, Yuan Liu 等ICLR 2026
- An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal ModelsFatemeh Shiri, Xiao-Yu Guo, Mona Far, Xin Yu 等EMNLP 2024 · 被引用 7 次
- InternSpatial: A Comprehensive Dataset for Spatial Reasoning in Vision-Language ModelsNianchen Deng, Lixin Gu, Shenglong Ye, Yinan He 等ICLR 2026 · 被引用 32 次
