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A Survey of Multimodal Large Language Model from A Data-centric
  Perspective

A Survey of Multimodal Large Language Model from A Data-centric Perspective

26 May 2024
Tianyi Bai
Hao Liang
Binwang Wan
Yanran Xu
Xi Li
Shiyu Li
Ling Yang
Bozhou Li
Yifan Wang
Bin Cui
Ping-Chia Huang
Jiulong Shan
Conghui He
Binhang Yuan
Wentao Zhang
ArXivPDFHTML

Papers citing "A Survey of Multimodal Large Language Model from A Data-centric Perspective"

27 / 27 papers shown
Title
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search
Yiming Jia
J. Li
Xiang Yue
Bo Li
Ping Nie
Kai Zou
Wenhu Chen
LRM
72
2
0
13 Mar 2025
MC-LLaVA: Multi-Concept Personalized Vision-Language Model
Ruichuan An
Sihan Yang
Ming Lu
Kai Zeng
Yulin Luo
...
Hao Liang
Qi She
Shanghang Zhang
W. Zhang
Wentao Zhang
70
5
0
18 Nov 2024
PAS: Data-Efficient Plug-and-Play Prompt Augmentation System
PAS: Data-Efficient Plug-and-Play Prompt Augmentation System
Miao Zheng
H. Liang
Fan Yang
Haoze Sun
Tianpeng Li
...
Kun Fang
Weipeng Chen
Bin Cui
Wentao Zhang
Zenan Zhou
RALM
31
3
0
08 Jul 2024
Panda-70M: Captioning 70M Videos with Multiple Cross-Modality Teachers
Panda-70M: Captioning 70M Videos with Multiple Cross-Modality Teachers
Tsai-Shien Chen
Aliaksandr Siarohin
Willi Menapace
Ekaterina Deyneka
Hsiang-wei Chao
...
Yuwei Fang
Hsin-Ying Lee
Jian Ren
Ming-Hsuan Yang
Sergey Tulyakov
VGen
67
177
0
29 Feb 2024
SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection
SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection
Liangxin Liu
Xuebo Liu
Derek F. Wong
Dongfang Li
Ziyi Wang
Baotian Hu
Min Zhang
31
15
0
26 Feb 2024
LESS: Selecting Influential Data for Targeted Instruction Tuning
LESS: Selecting Influential Data for Targeted Instruction Tuning
Mengzhou Xia
Sadhika Malladi
Suchin Gururangan
Sanjeev Arora
Danqi Chen
68
180
0
06 Feb 2024
SelectLLM: Can LLMs Select Important Instructions to Annotate?
SelectLLM: Can LLMs Select Important Instructions to Annotate?
Long Lei
Jaehyung Kim
Yueming Jin
Dongyeop Kang
SyDa
34
10
0
29 Jan 2024
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large
  Datasets
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets
A. Blattmann
Tim Dockhorn
Sumith Kulal
Daniel Mendelevitch
Maciej Kilian
...
Zion English
Vikram S. Voleti
Adam Letts
Varun Jampani
Robin Rombach
VGen
150
985
0
25 Nov 2023
Video-LLaVA: Learning United Visual Representation by Alignment Before
  Projection
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection
Bin Lin
Yang Ye
Bin Zhu
Jiaxi Cui
Munan Ning
Peng Jin
Li-ming Yuan
VLM
MLLM
182
576
0
16 Nov 2023
Large Language Models for Robotics: A Survey
Large Language Models for Robotics: A Survey
Fanlong Zeng
Wensheng Gan
Yongheng Wang
Ning Liu
Philip S. Yu
LM&Ro
109
121
0
13 Nov 2023
Active Instruction Tuning: Improving Cross-Task Generalization by
  Training on Prompt Sensitive Tasks
Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks
Po-Nien Kung
Fan Yin
Di Wu
Kai-Wei Chang
Nanyun Peng
53
23
0
01 Nov 2023
Constructing Image-Text Pair Dataset from Books
Constructing Image-Text Pair Dataset from Books
Yamato Okamoto
Haruto Toyonaga
Yoshihisa Ijiri
Hirokatsu Kataoka
37
2
0
03 Oct 2023
Maybe Only 0.5% Data is Needed: A Preliminary Exploration of Low
  Training Data Instruction Tuning
Maybe Only 0.5% Data is Needed: A Preliminary Exploration of Low Training Data Instruction Tuning
Haowen Chen
Yiming Zhang
Qi Zhang
Hantao Yang
Xiaomeng Hu
Xuetao Ma
Yifan YangGong
J. Zhao
ALM
58
46
0
16 May 2023
mPLUG-Owl: Modularization Empowers Large Language Models with
  Multimodality
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality
Qinghao Ye
Haiyang Xu
Guohai Xu
Jiabo Ye
Ming Yan
...
Junfeng Tian
Qiang Qi
Ji Zhang
Feiyan Huang
Jingren Zhou
VLM
MLLM
198
883
0
27 Apr 2023
The Vendi Score: A Diversity Evaluation Metric for Machine Learning
The Vendi Score: A Diversity Evaluation Metric for Machine Learning
Dan Friedman
Adji Bousso Dieng
EGVM
73
107
0
05 Oct 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science
  Question Answering
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering
Pan Lu
Swaroop Mishra
Tony Xia
Liang Qiu
Kai-Wei Chang
Song-Chun Zhu
Oyvind Tafjord
Peter Clark
A. Kalyan
ELM
ReLM
LRM
198
1,089
0
20 Sep 2022
Training language models to follow instructions with human feedback
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
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
Deduplicating Training Data Makes Language Models Better
Deduplicating Training Data Makes Language Models Better
Katherine Lee
Daphne Ippolito
A. Nystrom
Chiyuan Zhang
Douglas Eck
Chris Callison-Burch
Nicholas Carlini
SyDa
234
447
0
14 Jul 2021
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual
  Machine Learning
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning
Krishna Srinivasan
K. Raman
Jiecao Chen
Michael Bendersky
Marc Najork
VLM
181
307
0
02 Mar 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize
  Long-Tail Visual Concepts
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
The Pile: An 800GB Dataset of Diverse Text for Language Modeling
The Pile: An 800GB Dataset of Diverse Text for Language Modeling
Leo Gao
Stella Biderman
Sid Black
Laurence Golding
Travis Hoppe
...
Horace He
Anish Thite
Noa Nabeshima
Shawn Presser
Connor Leahy
AIMat
236
1,508
0
31 Dec 2020
Coherent Hierarchical Multi-Label Classification Networks
Coherent Hierarchical Multi-Label Classification Networks
Eleonora Giunchiglia
Thomas Lukasiewicz
AILaw
21
94
0
20 Oct 2020
Scaling Laws for Neural Language Models
Scaling Laws for Neural Language Models
Jared Kaplan
Sam McCandlish
T. Henighan
Tom B. Brown
B. Chess
R. Child
Scott Gray
Alec Radford
Jeff Wu
Dario Amodei
220
3,054
0
23 Jan 2020
Joint 2D-3D-Semantic Data for Indoor Scene Understanding
Joint 2D-3D-Semantic Data for Indoor Scene Understanding
Iro Armeni
S. Sax
Amir Zamir
Silvio Savarese
3DV
3DPC
108
864
0
03 Feb 2017
COCO-Text: Dataset and Benchmark for Text Detection and Recognition in
  Natural Images
COCO-Text: Dataset and Benchmark for Text Detection and Recognition in Natural Images
Andreas Veit
Tomas Matera
Lukás Neumann
Jirí Matas
Serge J. Belongie
169
458
0
26 Jan 2016
ImageNet Large Scale Visual Recognition Challenge
ImageNet Large Scale Visual Recognition Challenge
Olga Russakovsky
Jia Deng
Hao Su
J. Krause
S. Satheesh
...
A. Karpathy
A. Khosla
Michael S. Bernstein
Alexander C. Berg
Li Fei-Fei
VLM
ObjD
279
39,083
0
01 Sep 2014
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