OmniBind: Large-scale Omni Multimodal Representation via Binding Spaces

16 July 2024

Zehan Wang

Ziang Zhang

Hang Zhang

Luping Liu

Rongjie Huang

Xize Cheng

Hengshuang Zhao

Zhou Zhao

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Papers citing "OmniBind: Large-scale Omni Multimodal Representation via Binding Spaces"

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Title
DMPT: Decoupled Modality-aware Prompt Tuning for Multi-modal Object Re-identification Minghui Lin Shu Wang Xiang Wang Jianhua Tang Longbin Fu Zhengrong Zuo Nong Sang VLM 209 0 0 15 Apr 2025
Continual Multimodal Contrastive Learning Xiaohao Liu Xiaobo Xia See-Kiong Ng Tat-Seng Chua CLL 220 2 0 19 Mar 2025
MIO: A Foundation Model on Multimodal Tokens Zekun Wang King Zhu Chunpu Xu Wangchunshu Zhou Jiaheng Liu ... Yuanxing Zhang Ge Zhang Ke Xu Jie Fu Wenhao Huang MLLM AuLLM 151 12 0 26 Sep 2024
FreeBind: Free Lunch in Unified Multimodal Space via Knowledge Fusion Zehan Wang Ziang Zhang Xize Cheng Rongjie Huang Luping Liu ... Haifeng Huang Yang Zhao Tao Jin Peng Gao Zhou Zhao 76 10 0 08 May 2024
Mixtral of Experts Albert Q. Jiang Alexandre Sablayrolles Antoine Roux A. Mensch Blanche Savary ... Théophile Gervet Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LLMAG 164 1,123 0 08 Jan 2024
Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch Le Yu Yu Bowen Haiyang Yu Fei Huang Yongbin Li MoMe 114 335 0 06 Nov 2023
Uni3D: Exploring Unified 3D Representation at Scale Junsheng Zhou Jinsheng Wang Baorui Ma Yu-Shen Liu Tiejun Huang Xinlong Wang 87 98 0 10 Oct 2023
Data Filtering Networks Alex Fang Albin Madappally Jose Amit Jain Ludwig Schmidt Alexander Toshev Vaishaal Shankar CLIP 112 144 0 29 Sep 2023
Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following Ziyu Guo Renrui Zhang Xiangyang Zhu Yiwen Tang Xianzheng Ma ... Ke Chen Peng Gao Xianzhi Li Hongsheng Li Pheng-Ann Heng MLLM 96 144 0 01 Sep 2023
Chat-3D: Data-efficiently Tuning Large Language Model for Universal Dialogue of 3D Scenes Zehan Wang Haifeng Huang Yang Zhao Ziang Zhang Zhou Zhao 110 73 0 17 Aug 2023
ULIP-2: Towards Scalable Multimodal Pre-training for 3D Understanding Le Xue Ning Yu Shu Zhen Zhang Artemis Panagopoulou Junnan Li ... Jiajun Wu Caiming Xiong Ran Xu Juan Carlos Niebles Silvio Savarese 117 129 0 14 May 2023
WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research Xinhao Mei Chutong Meng Haohe Liu Qiuqiang Kong Tom Ko Chengqi Zhao Mark D. Plumbley Yuexian Zou Wenwu Wang 157 220 0 30 Mar 2023
EVA-CLIP: Improved Training Techniques for CLIP at Scale Quan-Sen Sun Yuxin Fang Ledell Yu Wu Xinlong Wang Yue Cao CLIP VLM 151 513 0 27 Mar 2023
Sigmoid Loss for Language Image Pre-Training Xiaohua Zhai Basil Mustafa Alexander Kolesnikov Lucas Beyer CLIP VLM 263 1,200 0 27 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,761 0 15 Mar 2023
CLIPSep: Learning Text-queried Sound Separation with Noisy Unlabeled Videos Hao-Wen Dong Naoya Takahashi Yuki Mitsufuji Julian McAuley Taylor Berg-Kirkpatrick VLM CLIP 79 29 0 14 Dec 2022
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Yuxin Fang Wen Wang Binhui Xie Quan-Sen Sun Ledell Yu Wu Xinggang Wang Tiejun Huang Xinlong Wang Yue Cao VLM CLIP 203 726 0 14 Nov 2022
Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation Yusong Wu Kai Chen Tianyu Zhang Yuchen Hui Marianna Nezhurina Taylor Berg-Kirkpatrick Shlomo Dubnov CLIP 150 542 0 12 Nov 2022
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 206 3,502 0 16 Oct 2022
Contrastive Audio-Visual Masked Autoencoder Yuan Gong Andrew Rouditchenko Alexander H. Liu David Harwath Leonid Karlinsky Hilde Kuehne James R. Glass 116 128 0 02 Oct 2022
Make-A-Video: Text-to-Video Generation without Text-Video Data Uriel Singer Adam Polyak Thomas Hayes Xiaoyue Yin Jie An ... Oron Ashual Oran Gafni Devi Parikh Sonal Gupta Yaniv Taigman DiffM VGen 85 1,434 0 29 Sep 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 418 3,610 0 29 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 537 6,301 0 05 Apr 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 520 15,788 0 20 Dec 2021
GLaM: Efficient Scaling of Language Models with Mixture-of-Experts Nan Du Yanping Huang Andrew M. Dai Simon Tong Dmitry Lepikhin ... Kun Zhang Quoc V. Le Yonghui Wu Zhiwen Chen Claire Cui ALM MoE 246 829 0 13 Dec 2021
Wav2CLIP: Learning Robust Audio Representations From CLIP Ho-Hsiang Wu Prem Seetharaman Kundan Kumar J. P. Bello CLIP VLM 145 273 0 21 Oct 2021
AudioCLIP: Extending CLIP to Image, Text and Audio A. Guzhov Federico Raue Jörn Hees Andreas Dengel CLIP VLM 127 370 0 24 Jun 2021
Localizing Visual Sounds the Hard Way Honglie Chen Weidi Xie Triantafyllos Afouras Arsha Nagrani Andrea Vedaldi Andrew Zisserman ObjD 90 191 0 06 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 29,926 0 26 Feb 2021
GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding Dmitry Lepikhin HyoukJoong Lee Yuanzhong Xu Dehao Chen Orhan Firat Yanping Huang M. Krikun Noam M. Shazeer Zhiwen Chen MoE 143 1,194 0 30 Jun 2020
Clotho: An Audio Captioning Dataset Konstantinos Drossos Samuel Lipping Tuomas Virtanen 112 395 0 21 Oct 2019
Revisiting Point Cloud Classification: A New Benchmark Dataset and Classification Model on Real-World Data Mikaela Angelina Uy Quang Pham Binh-Son Hua D. Nguyen Sai-Kit Yeung 3DV 3DPC 134 785 0 13 Aug 2019
Learning to Localize Sound Source in Visual Scenes Arda Senocak Tae-Hyun Oh Junsik Kim Ming-Hsuan Yang In So Kweon SSL 71 346 0 10 Mar 2018
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 444 43,875 0 01 May 2014