DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and
Effective for LMMs

DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs

6 June 2024

Yu-Gang Jiang

Papers citing "DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs"

16 / 16 papers shown

Title
TokenCarve: Information-Preserving Visual Token Compression in Multimodal Large Language Models Xudong Tan Peng Ye Chongjun Tu Jianjian Cao Yaoxin Yang Lin Zhang Dongzhan Zhou Tao Chen VLM 46 0 0 13 Mar 2025
Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices Junyan Lin Haoran Chen Yue Fan Yingqi Fan Xin Jin Hui Su Jinlan Fu Xiaoyu Shen 55 0 0 08 Mar 2025
TS-LLaVA: Constructing Visual Tokens through Thumbnail-and-Sampling for Training-Free Video Large Language Models Tingyu Qu Mingxiao Li Tinne Tuytelaars Marie-Francine Moens VLM 34 0 0 17 Nov 2024
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning Haotian Zhang Mingfei Gao Zhe Gan Philipp Dufter Nina Wenzel ... Haoxuan You Zirui Wang Afshin Dehghan Peter Grasch Yinfei Yang VLM MLLM 36 32 1 30 Sep 2024
VMAD: Visual-enhanced Multimodal Large Language Model for Zero-Shot Anomaly Detection Huilin Deng Hongchen Luo Wei Zhai Yang Cao Yu Kang 17 1 0 30 Sep 2024
INF-LLaVA: Dual-perspective Perception for High-Resolution Multimodal Large Language Model Yiwei Ma Zhibin Wang Xiaoshuai Sun Weihuang Lin Qiang-feng Zhou Jiayi Ji Rongrong Ji MLLM VLM 39 1 0 23 Jul 2024
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models Mingze Xu Mingfei Gao Zhe Gan Hong-You Chen Zhengfeng Lai Haiming Gang Kai Kang Afshin Dehghan 41 48 0 22 Jul 2024
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM Wonkyun Kim Changin Choi Wonseok Lee Wonjong Rhee VLM 40 46 0 27 Mar 2024
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models Chris Liu Renrui Zhang Longtian Qiu Siyuan Huang Weifeng Lin ... Hao Shao Pan Lu Hongsheng Li Yu Qiao Peng Gao MLLM 116 106 0 08 Feb 2024
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning Jun Chen Deyao Zhu Xiaoqian Shen Xiang Li Zechun Liu Pengchuan Zhang Raghuraman Krishnamoorthi Vikas Chandra Yunyang Xiong Mohamed Elhoseiny MLLM 152 280 0 14 Oct 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 154 576 0 06 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 380 4,010 0 28 Jan 2022
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 845 0 17 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021