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Visual Instruction Tuning

Visual Instruction Tuning

17 April 2023
Haotian Liu
Chunyuan Li
Qingyang Wu
Yong Jae Lee
    SyDa
    VLM
    MLLM
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Papers citing "Visual Instruction Tuning"

50 / 3,278 papers shown
Title
Gen4Gen: Generative Data Pipeline for Generative Multi-Concept
  Composition
Gen4Gen: Generative Data Pipeline for Generative Multi-Concept Composition
Chun-Hsiao Yeh
Ta-Ying Cheng
He-Yen Hsieh
Chuan-En Lin
Yi Ma
Andrew Markham
Niki Trigoni
H. T. Kung
Yubei Chen
DiffM
25
4
0
23 Feb 2024
AutoMMLab: Automatically Generating Deployable Models from Language
  Instructions for Computer Vision Tasks
AutoMMLab: Automatically Generating Deployable Models from Language Instructions for Computer Vision Tasks
Zekang Yang
Wang Zeng
Sheng Jin
Chao Qian
Ping Luo
Wentao Liu
MLLM
VLM
66
8
0
23 Feb 2024
Fine-Tuning of Continuous-Time Diffusion Models as Entropy-Regularized
  Control
Fine-Tuning of Continuous-Time Diffusion Models as Entropy-Regularized Control
Masatoshi Uehara
Yulai Zhao
Kevin Black
Ehsan Hajiramezanali
Gabriele Scalia
N. Diamant
Alex Tseng
Tommaso Biancalani
Sergey Levine
47
42
0
23 Feb 2024
Mitigating Fine-tuning based Jailbreak Attack with Backdoor Enhanced
  Safety Alignment
Mitigating Fine-tuning based Jailbreak Attack with Backdoor Enhanced Safety Alignment
Jiong Wang
Jiazhao Li
Yiquan Li
Xiangyu Qi
Junjie Hu
Yixuan Li
P. McDaniel
Muhao Chen
Bo Li
Chaowei Xiao
AAML
SILM
40
18
0
22 Feb 2024
PALO: A Polyglot Large Multimodal Model for 5B People
PALO: A Polyglot Large Multimodal Model for 5B People
Muhammad Maaz
H. Rasheed
Abdelrahman M. Shaker
Salman Khan
Hisham Cholakal
Rao M. Anwer
Timothy Baldwin
Michael Felsberg
Fahad S. Khan
VLM
LRM
85
13
0
22 Feb 2024
DualFocus: Integrating Macro and Micro Perspectives in Multi-modal Large
  Language Models
DualFocus: Integrating Macro and Micro Perspectives in Multi-modal Large Language Models
Yuhang Cao
Pan Zhang
Xiao-wen Dong
Dahua Lin
Jiaqi Wang
45
11
0
22 Feb 2024
LLMBind: A Unified Modality-Task Integration Framework
LLMBind: A Unified Modality-Task Integration Framework
Bin Zhu
Munan Ning
Peng Jin
Bin Lin
Jinfa Huang
...
Junwu Zhang
Zhenyu Tang
Mingjun Pan
Xing Zhou
Li-ming Yuan
MLLM
40
6
0
22 Feb 2024
Uncertainty-Aware Evaluation for Vision-Language Models
Uncertainty-Aware Evaluation for Vision-Language Models
Vasily Kostumov
Bulat Nutfullin
Oleg Pilipenko
Eugene Ilyushin
ELM
55
8
0
22 Feb 2024
We Choose to Go to Space: Agent-driven Human and Multi-Robot
  Collaboration in Microgravity
We Choose to Go to Space: Agent-driven Human and Multi-Robot Collaboration in Microgravity
Miao Xin
Zhongrui You
Zihan Zhang
Taoran Jiang
Tingjia Xu
Haotian Liang
Guojing Ge
Yuchen Ji
Shentong Mo
Jian Cheng
37
0
0
22 Feb 2024
Subobject-level Image Tokenization
Subobject-level Image Tokenization
Delong Chen
Samuel Cahyawijaya
Jianfeng Liu
Baoyuan Wang
Pascale Fung
VLM
OCL
60
7
0
22 Feb 2024
On Large Visual Language Models for Medical Imaging Analysis: An
  Empirical Study
On Large Visual Language Models for Medical Imaging Analysis: An Empirical Study
Minh-Hao Van
Prateek Verma
Xintao Wu
LM&MA
49
30
0
21 Feb 2024
DeiSAM: Segment Anything with Deictic Prompting
DeiSAM: Segment Anything with Deictic Prompting
Hikaru Shindo
Manuel Brack
Gopika Sudhakaran
Devendra Singh Dhami
P. Schramowski
Kristian Kersting
VLM
46
2
0
21 Feb 2024
VL-Trojan: Multimodal Instruction Backdoor Attacks against
  Autoregressive Visual Language Models
VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models
Jiawei Liang
Siyuan Liang
Man Luo
Aishan Liu
Dongchen Han
Ee-Chien Chang
Xiaochun Cao
47
38
0
21 Feb 2024
Data-driven Discovery with Large Generative Models
Data-driven Discovery with Large Generative Models
Bodhisattwa Prasad Majumder
Harshit Surana
Dhruv Agarwal
Sanchaita Hazra
Ashish Sabharwal
Peter Clark
48
9
0
21 Feb 2024
The Wolf Within: Covert Injection of Malice into MLLM Societies via an
  MLLM Operative
The Wolf Within: Covert Injection of Malice into MLLM Societies via an MLLM Operative
Zhen Tan
Chengshuai Zhao
Raha Moraffah
Yifan Li
Yu Kong
Tianlong Chen
Huan Liu
44
15
0
20 Feb 2024
Exploring the Frontier of Vision-Language Models: A Survey of Current
  Methodologies and Future Directions
Exploring the Frontier of Vision-Language Models: A Survey of Current Methodologies and Future Directions
Akash Ghosh
Arkadeep Acharya
Sriparna Saha
Vinija Jain
Aman Chadha
VLM
62
26
0
20 Feb 2024
A Touch, Vision, and Language Dataset for Multimodal Alignment
A Touch, Vision, and Language Dataset for Multimodal Alignment
Letian Fu
Gaurav Datta
Huang Huang
Will Panitch
Jaimyn Drake
Joseph Ortiz
Mustafa Mukadam
Mike Lambeta
Roberto Calandra
Ken Goldberg
VLM
40
34
0
20 Feb 2024
How Easy is It to Fool Your Multimodal LLMs? An Empirical Analysis on
  Deceptive Prompts
How Easy is It to Fool Your Multimodal LLMs? An Empirical Analysis on Deceptive Prompts
Yusu Qian
Haotian Zhang
Yinfei Yang
Zhe Gan
100
26
0
20 Feb 2024
A Survey on Knowledge Distillation of Large Language Models
A Survey on Knowledge Distillation of Large Language Models
Xiaohan Xu
Ming Li
Chongyang Tao
Tao Shen
Reynold Cheng
Jinyang Li
Can Xu
Dacheng Tao
Dinesh Manocha
KELM
VLM
46
104
0
20 Feb 2024
Slot-VLM: SlowFast Slots for Video-Language Modeling
Slot-VLM: SlowFast Slots for Video-Language Modeling
Jiaqi Xu
Cuiling Lan
Wenxuan Xie
Xuejin Chen
Yan Lu
MLLM
VLM
35
7
0
20 Feb 2024
Reflect-RL: Two-Player Online RL Fine-Tuning for LMs
Reflect-RL: Two-Player Online RL Fine-Tuning for LMs
Runlong Zhou
Simon S. Du
Beibin Li
OffRL
49
3
0
20 Feb 2024
Generative AI Security: Challenges and Countermeasures
Generative AI Security: Challenges and Countermeasures
Banghua Zhu
Norman Mu
Jiantao Jiao
David Wagner
AAML
SILM
66
8
0
20 Feb 2024
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings
  for Robust Large Vision-Language Models
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models
Christian Schlarmann
Naman D. Singh
Francesco Croce
Matthias Hein
VLM
AAML
52
39
0
19 Feb 2024
Model Tailor: Mitigating Catastrophic Forgetting in Multi-modal Large
  Language Models
Model Tailor: Mitigating Catastrophic Forgetting in Multi-modal Large Language Models
Didi Zhu
Zhongyi Sun
Zexi Li
Tao Shen
Ke Yan
Shouhong Ding
Kun Kuang
Chao Wu
CLL
KELM
MoMe
77
25
0
19 Feb 2024
Learning the Unlearned: Mitigating Feature Suppression in Contrastive
  Learning
Learning the Unlearned: Mitigating Feature Suppression in Contrastive Learning
Jihai Zhang
Xiang Lan
Xiaoye Qu
Yu Cheng
Mengling Feng
Bryan Hooi
SSL
24
4
0
19 Feb 2024
SInViG: A Self-Evolving Interactive Visual Agent for Human-Robot
  Interaction
SInViG: A Self-Evolving Interactive Visual Agent for Human-Robot Interaction
Jie Xu
Hanbo Zhang
Xinghang Li
Huaping Liu
Xuguang Lan
Tao Kong
LM&Ro
38
3
0
19 Feb 2024
Efficient Multimodal Learning from Data-centric Perspective
Efficient Multimodal Learning from Data-centric Perspective
Muyang He
Yexin Liu
Boya Wu
Jianhao Yuan
Yueze Wang
Tiejun Huang
Bo Zhao
MLLM
38
85
0
18 Feb 2024
Momentor: Advancing Video Large Language Model with Fine-Grained
  Temporal Reasoning
Momentor: Advancing Video Large Language Model with Fine-Grained Temporal Reasoning
Long Qian
Juncheng Billy Li
Yu-hao Wu
Yaobo Ye
Hao Fei
Tat-Seng Chua
Yueting Zhuang
Siliang Tang
MLLM
LRM
65
47
0
18 Feb 2024
Aligning Modalities in Vision Large Language Models via Preference
  Fine-tuning
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning
Yiyang Zhou
Chenhang Cui
Rafael Rafailov
Chelsea Finn
Huaxiu Yao
VLM
MLLM
43
89
0
18 Feb 2024
ChatEarthNet: A Global-Scale Image-Text Dataset Empowering
  Vision-Language Geo-Foundation Models
ChatEarthNet: A Global-Scale Image-Text Dataset Empowering Vision-Language Geo-Foundation Models
Zhenghang Yuan
Zhitong Xiong
Lichao Mou
Xiao Xiang Zhu
33
8
0
17 Feb 2024
PaLM2-VAdapter: Progressively Aligned Language Model Makes a Strong
  Vision-language Adapter
PaLM2-VAdapter: Progressively Aligned Language Model Makes a Strong Vision-language Adapter
Junfei Xiao
Zheng Xu
Alan Yuille
Shen Yan
Boyu Wang
33
3
0
16 Feb 2024
RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented
  In-Context Learning in Multi-Modal Large Language Model
RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model
Jianhao Yuan
Shuyang Sun
Daniel Omeiza
Bo Zhao
Paul Newman
Lars Kunze
Matthew Gadd
LRM
41
50
0
16 Feb 2024
Using Left and Right Brains Together: Towards Vision and Language
  Planning
Using Left and Right Brains Together: Towards Vision and Language Planning
Jun Cen
Chenfei Wu
Xiao Liu
Sheng-Siang Yin
Yixuan Pei
Jinglong Yang
Qifeng Chen
Nan Duan
Jianguo Zhang
68
3
0
16 Feb 2024
Analyzing the Roles of Language and Vision in Learning from Limited Data
Analyzing the Roles of Language and Vision in Learning from Limited Data
Allison Chen
Ilia Sucholutsky
Olga Russakovsky
Thomas Griffiths
VLM
29
2
0
15 Feb 2024
DoRA: Weight-Decomposed Low-Rank Adaptation
DoRA: Weight-Decomposed Low-Rank Adaptation
Shih-yang Liu
Chien-Yi Wang
Hongxu Yin
Pavlo Molchanov
Yu-Chiang Frank Wang
Kwang-Ting Cheng
Min-Hung Chen
47
345
0
14 Feb 2024
OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for
  Medical LVLM
OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
Yutao Hu
Tian-Xin Li
Quanfeng Lu
Wenqi Shao
Junjun He
Yu Qiao
Ping Luo
ELM
LM&MA
37
52
0
14 Feb 2024
Pretraining Vision-Language Model for Difference Visual Question
  Answering in Longitudinal Chest X-rays
Pretraining Vision-Language Model for Difference Visual Question Answering in Longitudinal Chest X-rays
Yeongjae Cho
Taehee Kim
Heejun Shin
Sungzoon Cho
Dongmyung Shin
15
2
0
14 Feb 2024
Open-Vocabulary Segmentation with Unpaired Mask-Text Supervision
Open-Vocabulary Segmentation with Unpaired Mask-Text Supervision
Zhaoqing Wang
Xiaobo Xia
Ziye Chen
Xiao He
Yandong Guo
Biwei Huang
Tongliang Liu
VLM
31
11
0
14 Feb 2024
Interpretable Measures of Conceptual Similarity by
  Complexity-Constrained Descriptive Auto-Encoding
Interpretable Measures of Conceptual Similarity by Complexity-Constrained Descriptive Auto-Encoding
Alessandro Achille
Greg Ver Steeg
Tian Yu Liu
Matthew Trager
Carson Klingenberg
Stefano Soatto
38
1
0
14 Feb 2024
Mitigating Object Hallucination in Large Vision-Language Models via
  Classifier-Free Guidance
Mitigating Object Hallucination in Large Vision-Language Models via Classifier-Free Guidance
Linxi Zhao
Yihe Deng
Weitong Zhang
Quanquan Gu
MLLM
28
30
0
13 Feb 2024
Test-Time Backdoor Attacks on Multimodal Large Language Models
Test-Time Backdoor Attacks on Multimodal Large Language Models
Dong Lu
Tianyu Pang
Chao Du
Qian Liu
Xianjun Yang
Min Lin
AAML
63
21
0
13 Feb 2024
Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM
  Agents Exponentially Fast
Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM Agents Exponentially Fast
Xiangming Gu
Xiaosen Zheng
Tianyu Pang
Chao Du
Qian Liu
Ye Wang
Jing Jiang
Min Lin
LLMAG
LM&Ro
37
50
0
13 Feb 2024
Intriguing Differences Between Zero-Shot and Systematic Evaluations of
  Vision-Language Transformer Models
Intriguing Differences Between Zero-Shot and Systematic Evaluations of Vision-Language Transformer Models
Shaeke Salman
M. Shams
Xiuwen Liu
Lingjiong Zhu
VLM
27
2
0
13 Feb 2024
Visual Question Answering Instruction: Unlocking Multimodal Large
  Language Model To Domain-Specific Visual Multitasks
Visual Question Answering Instruction: Unlocking Multimodal Large Language Model To Domain-Specific Visual Multitasks
Jusung Lee
Sungguk Cha
Younghyun Lee
Cheoljong Yang
MLLM
LRM
32
7
0
13 Feb 2024
Visually Dehallucinative Instruction Generation
Visually Dehallucinative Instruction Generation
Sungguk Cha
Jusung Lee
Younghyun Lee
Cheoljong Yang
MLLM
22
5
0
13 Feb 2024
THE COLOSSEUM: A Benchmark for Evaluating Generalization for Robotic
  Manipulation
THE COLOSSEUM: A Benchmark for Evaluating Generalization for Robotic Manipulation
Wilbert Pumacay
Ishika Singh
Jiafei Duan
Ranjay Krishna
Jesse Thomason
Dieter Fox
29
40
0
13 Feb 2024
LLaGA: Large Language and Graph Assistant
LLaGA: Large Language and Graph Assistant
Runjin Chen
Tong Zhao
Ajay Jaiswal
Neil Shah
Zhangyang Wang
23
57
0
13 Feb 2024
World Model on Million-Length Video And Language With Blockwise RingAttention
World Model on Million-Length Video And Language With Blockwise RingAttention
Hao Liu
Wilson Yan
Matei A. Zaharia
Pieter Abbeel
VGen
44
64
0
13 Feb 2024
Prismatic VLMs: Investigating the Design Space of Visually-Conditioned
  Language Models
Prismatic VLMs: Investigating the Design Space of Visually-Conditioned Language Models
Siddharth Karamcheti
Suraj Nair
Ashwin Balakrishna
Percy Liang
Thomas Kollar
Dorsa Sadigh
MLLM
VLM
59
104
0
12 Feb 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph
  Understanding and Question Answering
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering
Xiaoxin He
Yijun Tian
Yifei Sun
Nitesh Chawla
T. Laurent
Yann LeCun
Xavier Bresson
Bryan Hooi
RALM
119
73
0
12 Feb 2024
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