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4M-21: An Any-to-Any Vision Model for Tens of Tasks and Modalities

4M-21: An Any-to-Any Vision Model for Tens of Tasks and Modalities

13 June 2024
Roman Bachmann
Oğuzhan Fatih Kar
David Mizrahi
Ali Garjani
Mingfei Gao
David Griffiths
Jiaming Hu
Afshin Dehghan
Amir Zamir
    MoE
    VLM
    MLLM
ArXivPDFHTML

Papers citing "4M-21: An Any-to-Any Vision Model for Tens of Tasks and Modalities"

21 / 21 papers shown
Title
The Moon's Many Faces: A Single Unified Transformer for Multimodal Lunar Reconstruction
The Moon's Many Faces: A Single Unified Transformer for Multimodal Lunar Reconstruction
Tom Sander
Moritz Tenthoff
Kay Wohlfarth
Christian Wöhler
19
0
0
08 May 2025
EAP4EMSIG -- Enhancing Event-Driven Microscopy for Microfluidic Single-Cell Analysis
EAP4EMSIG -- Enhancing Event-Driven Microscopy for Microfluidic Single-Cell Analysis
Nils Friederich
Angelo Jovin Yamachui Sitcheu
Annika Nassal
Erenus Yildiz
Matthias Pesch
...
D. Kohlheyer
Hanno Scharr
Johannes Seiffarth
K. Nöh
Ralf Mikut
31
0
0
30 Mar 2025
MMGen: Unified Multi-modal Image Generation and Understanding in One Go
MMGen: Unified Multi-modal Image Generation and Understanding in One Go
Jiepeng Wang
Zhaoqing Wang
H. Pan
Yuan Liu
Dongdong Yu
Changhu Wang
Wenping Wang
DiffM
76
0
0
26 Mar 2025
The Power of Context: How Multimodality Improves Image Super-Resolution
The Power of Context: How Multimodality Improves Image Super-Resolution
Kangfu Mei
Hossein Talebi
Mojtaba Ardakani
Vishal M. Patel
P. Milanfar
M. Delbracio
DiffM
77
1
0
18 Mar 2025
MINT: Multi-modal Chain of Thought in Unified Generative Models for Enhanced Image Generation
Yi Wang
Mushui Liu
Wanggui He
Longxiang Zhang
Z. Huang
...
H. Li
Weilong Dai
Mingli Song
Jie Song
Hao Jiang
MLLM
MoE
LRM
72
1
0
03 Mar 2025
Challenges of Multi-Modal Coreset Selection for Depth Prediction
Viktor Moskvoretskii
Narek Alvandian
34
0
0
20 Feb 2025
PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions
PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions
Weifeng Lin
Xinyu Wei
Renrui Zhang
Le Zhuo
Shitian Zhao
...
Junlin Xie
Junlin Xie
Yu Qiao
Peng Gao
Hongsheng Li
MLLM
DiffM
50
10
0
23 Sep 2024
OmniGen: Unified Image Generation
OmniGen: Unified Image Generation
Shitao Xiao
Yueze Wang
Junjie Zhou
Huaying Yuan
Xingrun Xing
Ruiran Yan
Shuting Wang
Tiejun Huang
Zheng Liu
DiffM
VLM
SyDa
50
61
0
17 Sep 2024
Detect Fake with Fake: Leveraging Synthetic Data-driven Representation
  for Synthetic Image Detection
Detect Fake with Fake: Leveraging Synthetic Data-driven Representation for Synthetic Image Detection
Hina Otake
Yoshihiro Fukuhara
Yoshiki Kubotani
Shigeo Morishima
ViT
46
0
0
13 Sep 2024
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language
  Models
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
48
48
0
22 Jul 2024
Towards a Science Exocortex
Towards a Science Exocortex
Kevin G. Yager
71
0
0
24 Jun 2024
Modality Translation for Object Detection Adaptation Without Forgetting
  Prior Knowledge
Modality Translation for Object Detection Adaptation Without Forgetting Prior Knowledge
H. R. Medeiros
Masih Aminbeidokhti
F. Guerrero-Peña
David Latortue
Eric Granger
M. Pedersoli
VLM
25
2
0
01 Apr 2024
Muse: Text-To-Image Generation via Masked Generative Transformers
Muse: Text-To-Image Generation via Masked Generative Transformers
Huiwen Chang
Han Zhang
Jarred Barber
AJ Maschinot
José Lezama
...
Kevin Patrick Murphy
William T. Freeman
Michael Rubinstein
Yuanzhen Li
Dilip Krishnan
DiffM
197
515
0
02 Jan 2023
UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes
UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes
Alexander Kolesnikov
André Susano Pinto
Lucas Beyer
Xiaohua Zhai
Jeremiah Harmsen
N. Houlsby
103
67
0
20 May 2022
Masked Autoencoders Are Scalable Vision Learners
Masked Autoencoders Are Scalable Vision Learners
Kaiming He
Xinlei Chen
Saining Xie
Yanghao Li
Piotr Dollár
Ross B. Girshick
ViT
TPM
258
7,337
0
11 Nov 2021
Pix2seq: A Language Modeling Framework for Object Detection
Pix2seq: A Language Modeling Framework for Object Detection
Ting-Li Chen
Saurabh Saxena
Lala Li
David J. Fleet
Geoffrey E. Hinton
MLLM
ViT
VLM
233
341
0
22 Sep 2021
Efficiently Identifying Task Groupings for Multi-Task Learning
Efficiently Identifying Task Groupings for Multi-Task Learning
Christopher Fifty
Ehsan Amid
Zhe Zhao
Tianhe Yu
Rohan Anil
Chelsea Finn
201
235
1
10 Sep 2021
Zero-Shot Text-to-Image Generation
Zero-Shot Text-to-Image Generation
Aditya A. Ramesh
Mikhail Pavlov
Gabriel Goh
Scott Gray
Chelsea Voss
Alec Radford
Mark Chen
Ilya Sutskever
VLM
253
4,735
0
24 Feb 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
1,077
0
17 Feb 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance
  Segmentation
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation
Golnaz Ghiasi
Yin Cui
A. Srinivas
Rui Qian
Tsung-Yi Lin
E. D. Cubuk
Quoc V. Le
Barret Zoph
ISeg
223
962
0
13 Dec 2020
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
1