Sa2VA: Marrying SAM2 With MLLM for Dense Grounded Understanding of Images and Videos

Haobo Yuan, Xiangtai Li, Tao Zhang, Yueyi Sun, Zilong Huang, Shilin Xu, Shunping Ji, Yunhai Tong, Lu Qi, Jiashi Feng, Ming-Hsuan Yang

Open source

DOI
10.1109/tpami.2026.3720379
Published
2026-11
Container
IEEE Transactions on Pattern Analysis and Machine Intelligence
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Open access
unknown

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Cite this work

BibTeX

@article{allodium:10.1109/tpami.2026.3720379,
  title = {Sa2VA: Marrying SAM2 With MLLM for Dense Grounded Understanding of Images and Videos},
  author = {Haobo Yuan and Xiangtai Li and Tao Zhang and Yueyi Sun and Zilong Huang and Shilin Xu and Shunping Ji and Yunhai Tong and Lu Qi and Jiashi Feng and Ming-Hsuan Yang},
  year = {2026},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  doi = {10.1109/tpami.2026.3720379},
  url = {https://doi.org/10.1109/tpami.2026.3720379}
}

RIS

TY  - JOUR
TI  - Sa2VA: Marrying SAM2 With MLLM for Dense Grounded Understanding of Images and Videos
AU  - Haobo Yuan
AU  - Xiangtai Li
AU  - Tao Zhang
AU  - Yueyi Sun
AU  - Zilong Huang
AU  - Shilin Xu
AU  - Shunping Ji
AU  - Yunhai Tong
AU  - Lu Qi
AU  - Jiashi Feng
AU  - Ming-Hsuan Yang
PY  - 2026
JO  - IEEE Transactions on Pattern Analysis and Machine Intelligence
DO  - 10.1109/tpami.2026.3720379
UR  - https://doi.org/10.1109/tpami.2026.3720379
ER  - 

APA

Yuan, H., Li, X., Zhang, T., Sun, Y., Huang, Z., Xu, S., Ji, S., Tong, Y., Qi, L., Feng, J., & Yang, M. (2026). Sa2VA: Marrying SAM2 With MLLM for Dense Grounded Understanding of Images and Videos. IEEE Transactions on Pattern Analysis and Machine Intelligence. https://doi.org/10.1109/tpami.2026.3720379

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