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Scaling Up Visual and Vision-Language Representation Learning With Noisy
  Text Supervision

Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision

11 February 2021
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
ArXivPDFHTML

Papers citing "Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision"

50 / 845 papers shown
Title
Visually-Augmented Language Modeling
Visually-Augmented Language Modeling
Weizhi Wang
Li Dong
Hao Cheng
Haoyu Song
Xiaodong Liu
Xifeng Yan
Jianfeng Gao
Furu Wei
VLM
36
18
0
20 May 2022
A CLIP-Hitchhiker's Guide to Long Video Retrieval
A CLIP-Hitchhiker's Guide to Long Video Retrieval
Max Bain
Arsha Nagrani
Gül Varol
Andrew Zisserman
CLIP
129
62
0
17 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised
  Semantic Segmentation and Localization
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization
Luke Melas-Kyriazi
Christian Rupprecht
Iro Laina
Andrea Vedaldi
30
160
0
16 May 2022
Breaking with Fixed Set Pathology Recognition through Report-Guided
  Contrastive Training
Breaking with Fixed Set Pathology Recognition through Report-Guided Contrastive Training
C. Seibold
Simon Reiß
M. Sarfraz
Rainer Stiefelhagen
Jens Kleesiek
21
31
0
14 May 2022
Simple Open-Vocabulary Object Detection with Vision Transformers
Simple Open-Vocabulary Object Detection with Vision Transformers
Matthias Minderer
A. Gritsenko
Austin Stone
Maxim Neumann
Dirk Weissenborn
...
Zhuoran Shen
Tianlin Li
Xiaohua Zhai
Thomas Kipf
N. Houlsby
ObjD
CLIP
VLM
ViT
OCL
34
307
0
12 May 2022
A Generalist Agent
A Generalist Agent
Scott E. Reed
Konrad Zolna
Emilio Parisotto
Sergio Gomez Colmenarejo
Alexander Novikov
...
Yutian Chen
R. Hadsell
Oriol Vinyals
Mahyar Bordbar
Nando de Freitas
LM&Ro
LLMAG
AI4CE
59
787
0
12 May 2022
Weakly-supervised segmentation of referring expressions
Weakly-supervised segmentation of referring expressions
Robin Strudel
Ivan Laptev
Cordelia Schmid
22
21
0
10 May 2022
When does dough become a bagel? Analyzing the remaining mistakes on
  ImageNet
When does dough become a bagel? Analyzing the remaining mistakes on ImageNet
Vijay Vasudevan
Benjamin Caine
Raphael Gontijo-Lopes
Sara Fridovich-Keil
Rebecca Roelofs
VLM
UQCV
46
57
0
09 May 2022
Language Models Can See: Plugging Visual Controls in Text Generation
Language Models Can See: Plugging Visual Controls in Text Generation
Yixuan Su
Tian Lan
Yahui Liu
Fangyu Liu
Dani Yogatama
Yan Wang
Lingpeng Kong
Nigel Collier
VLM
MLLM
46
97
0
05 May 2022
CoCa: Contrastive Captioners are Image-Text Foundation Models
CoCa: Contrastive Captioners are Image-Text Foundation Models
Jiahui Yu
Zirui Wang
Vijay Vasudevan
Legg Yeung
Mojtaba Seyedhosseini
Yonghui Wu
VLM
CLIP
OffRL
79
1,262
0
04 May 2022
All You May Need for VQA are Image Captions
All You May Need for VQA are Image Captions
Soravit Changpinyo
Doron Kukliansky
Idan Szpektor
Xi Chen
Nan Ding
Radu Soricut
32
70
0
04 May 2022
i-Code: An Integrative and Composable Multimodal Learning Framework
i-Code: An Integrative and Composable Multimodal Learning Framework
Ziyi Yang
Yuwei Fang
Chenguang Zhu
Reid Pryzant
Dongdong Chen
...
Bin Xiao
Yuanxun Lu
Takuya Yoshioka
Michael Zeng
Xuedong Huang
40
45
0
03 May 2022
Data Determines Distributional Robustness in Contrastive Language Image
  Pre-training (CLIP)
Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP)
Alex Fang
Gabriel Ilharco
Mitchell Wortsman
Yu Wan
Vaishaal Shankar
Achal Dave
Ludwig Schmidt
VLM
OOD
33
139
0
03 May 2022
Answer-Me: Multi-Task Open-Vocabulary Visual Question Answering
Answer-Me: Multi-Task Open-Vocabulary Visual Question Answering
A. Piergiovanni
Wei Li
Weicheng Kuo
M. Saffar
Fred Bertsch
A. Angelova
17
16
0
02 May 2022
Visual Spatial Reasoning
Visual Spatial Reasoning
Fangyu Liu
Guy Edward Toh Emerson
Nigel Collier
ReLM
42
159
0
30 Apr 2022
Flamingo: a Visual Language Model for Few-Shot Learning
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
46
3,349
0
29 Apr 2022
PyramidCLIP: Hierarchical Feature Alignment for Vision-language Model
  Pretraining
PyramidCLIP: Hierarchical Feature Alignment for Vision-language Model Pretraining
Yuting Gao
Jinfeng Liu
Zihan Xu
Jinchao Zhang
Ke Li
Rongrong Ji
Chunhua Shen
VLM
CLIP
29
100
0
29 Apr 2022
Leaner and Faster: Two-Stage Model Compression for Lightweight
  Text-Image Retrieval
Leaner and Faster: Two-Stage Model Compression for Lightweight Text-Image Retrieval
Siyu Ren
Kenny Q. Zhu
VLM
30
7
0
29 Apr 2022
Vision-Language Pre-Training for Boosting Scene Text Detectors
Vision-Language Pre-Training for Boosting Scene Text Detectors
Sibo Song
Jianqiang Wan
Zhibo Yang
Jun Tang
Wenqing Cheng
Xiang Bai
Cong Yao
VLM
44
24
0
29 Apr 2022
Relevance-based Margin for Contrastively-trained Video Retrieval Models
Relevance-based Margin for Contrastively-trained Video Retrieval Models
Alex Falcon
Swathikiran Sudhakaran
G. Serra
Sergio Escalera
Oswald Lanz
40
7
0
27 Apr 2022
Contrastive Language-Action Pre-training for Temporal Localization
Contrastive Language-Action Pre-training for Temporal Localization
Mengmeng Xu
Erhan Gundogdu
⋆⋆ Maksim
Guohao Li
M. Donoser
Loris Bazzani
38
27
0
26 Apr 2022
Training and challenging models for text-guided fashion image retrieval
Training and challenging models for text-guided fashion image retrieval
Eric Dodds
Jack Culpepper
Gaurav Srivastava
18
8
0
23 Apr 2022
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for
  Vision-Language Tasks
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks
Zhecan Wang
Noel Codella
Yen-Chun Chen
Luowei Zhou
Xiyang Dai
...
Jianwei Yang
Haoxuan You
Kai-Wei Chang
Shih-Fu Chang
Lu Yuan
VLM
OffRL
31
22
0
22 Apr 2022
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented
  Visual Models
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models
Chunyuan Li
Haotian Liu
Liunian Harold Li
Pengchuan Zhang
J. Aneja
...
Ping Jin
Houdong Hu
Zicheng Liu
Yong Jae Lee
Jianfeng Gao
32
145
0
19 Apr 2022
COTS: Collaborative Two-Stream Vision-Language Pre-Training Model for
  Cross-Modal Retrieval
COTS: Collaborative Two-Stream Vision-Language Pre-Training Model for Cross-Modal Retrieval
Haoyu Lu
Nanyi Fei
Yuqi Huo
Yizhao Gao
Zhiwu Lu
Jiaxin Wen
CLIP
VLM
27
55
0
15 Apr 2022
Vision-and-Language Pretrained Models: A Survey
Vision-and-Language Pretrained Models: A Survey
Siqu Long
Feiqi Cao
S. Han
Haiqing Yang
VLM
33
63
0
15 Apr 2022
ReCLIP: A Strong Zero-Shot Baseline for Referring Expression
  Comprehension
ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension
Sanjay Subramanian
William Merrill
Trevor Darrell
Matt Gardner
Sameer Singh
Anna Rohrbach
ObjD
33
125
0
12 Apr 2022
Text-Driven Separation of Arbitrary Sounds
Text-Driven Separation of Arbitrary Sounds
Kevin Kilgour
Beat Gfeller
Qingqing Huang
A. Jansen
Scott Wisdom
Marco Tagliasacchi
30
30
0
12 Apr 2022
Robust Cross-Modal Representation Learning with Progressive
  Self-Distillation
Robust Cross-Modal Representation Learning with Progressive Self-Distillation
A. Andonian
Shixing Chen
Raffay Hamid
VLM
29
54
0
10 Apr 2022
Semantic Exploration from Language Abstractions and Pretrained
  Representations
Semantic Exploration from Language Abstractions and Pretrained Representations
Allison C. Tam
Neil C. Rabinowitz
Andrew Kyle Lampinen
Nicholas A. Roy
Stephanie C. Y. Chan
D. Strouse
Jane X. Wang
Andrea Banino
Felix Hill
LM&Ro
39
67
0
08 Apr 2022
Contrastive language and vision learning of general fashion concepts
Contrastive language and vision learning of general fashion concepts
P. Chia
Giuseppe Attanasio
Federico Bianchi
Silvia Terragni
A. Magalhães
Diogo Gonçalves
C. Greco
Jacopo Tagliabue
CLIP
21
42
0
08 Apr 2022
Unsupervised Prompt Learning for Vision-Language Models
Unsupervised Prompt Learning for Vision-Language Models
Hao Huang
Jack Chu
Fangyun Wei
VPVLM
MLLM
VLM
38
131
0
07 Apr 2022
Adapting CLIP For Phrase Localization Without Further Training
Adapting CLIP For Phrase Localization Without Further Training
Jiahao Li
G. Shakhnarovich
Raymond A. Yeh
VLM
CLIP
30
25
0
07 Apr 2022
Unified Contrastive Learning in Image-Text-Label Space
Unified Contrastive Learning in Image-Text-Label Space
Jianwei Yang
Chunyuan Li
Pengchuan Zhang
Bin Xiao
Ce Liu
Lu Yuan
Jianfeng Gao
VLM
SSL
34
221
0
07 Apr 2022
ECCV Caption: Correcting False Negatives by Collecting
  Machine-and-Human-verified Image-Caption Associations for MS-COCO
ECCV Caption: Correcting False Negatives by Collecting Machine-and-Human-verified Image-Caption Associations for MS-COCO
Sanghyuk Chun
Wonjae Kim
Song Park
Minsuk Chang
Seong Joon Oh
VLM
370
43
0
07 Apr 2022
Domain-Agnostic Prior for Transfer Semantic Segmentation
Domain-Agnostic Prior for Transfer Semantic Segmentation
Xinyue Huo
Lingxi Xie
Hengtong Hu
Wen-gang Zhou
Houqiang Li
Qi Tian
24
29
0
06 Apr 2022
An Analysis of Semantically-Aligned Speech-Text Embeddings
An Analysis of Semantically-Aligned Speech-Text Embeddings
M. Huzaifah
Ivan Kukanov
30
7
0
04 Apr 2022
What to look at and where: Semantic and Spatial Refined Transformer for
  detecting human-object interactions
What to look at and where: Semantic and Spatial Refined Transformer for detecting human-object interactions
A S M Iftekhar
Hao Chen
Kaustav Kundu
Xinyu Li
Joseph Tighe
Davide Modolo
ViT
31
50
0
02 Apr 2022
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language
Andy Zeng
Maria Attarian
Brian Ichter
K. Choromanski
Adrian S. Wong
...
Michael S. Ryoo
Vikas Sindhwani
Johnny Lee
Vincent Vanhoucke
Peter R. Florence
ReLM
LRM
45
573
0
01 Apr 2022
ViSTA: Vision and Scene Text Aggregation for Cross-Modal Retrieval
ViSTA: Vision and Scene Text Aggregation for Cross-Modal Retrieval
Mengjun Cheng
Yipeng Sun
Long Wang
Xiongwei Zhu
Kun Yao
...
Guoli Song
Junyu Han
Jingtuo Liu
Errui Ding
Jingdong Wang
27
60
0
31 Mar 2022
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval
S. Gorti
Noël Vouitsis
Junwei Ma
Keyvan Golestan
M. Volkovs
Animesh Garg
Guangwei Yu
39
150
0
28 Mar 2022
Learning to Prompt for Open-Vocabulary Object Detection with
  Vision-Language Model
Learning to Prompt for Open-Vocabulary Object Detection with Vision-Language Model
Yu Du
Fangyun Wei
Zihe Zhang
Miaojing Shi
Yue Gao
Guoqi Li
VPVLM
VLM
31
322
0
28 Mar 2022
Large-scale Bilingual Language-Image Contrastive Learning
Large-scale Bilingual Language-Image Contrastive Learning
ByungSoo Ko
Geonmo Gu
VLM
32
14
0
28 Mar 2022
Single-Stream Multi-Level Alignment for Vision-Language Pretraining
Single-Stream Multi-Level Alignment for Vision-Language Pretraining
Zaid Khan
B. Vijaykumar
Xiang Yu
S. Schulter
Manmohan Chandraker
Y. Fu
CLIP
VLM
25
16
0
27 Mar 2022
Compression of Generative Pre-trained Language Models via Quantization
Compression of Generative Pre-trained Language Models via Quantization
Chaofan Tao
Lu Hou
Wei Zhang
Lifeng Shang
Xin Jiang
Qun Liu
Ping Luo
Ngai Wong
MQ
38
103
0
21 Mar 2022
CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot
  Object Navigation
CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation
S. Gadre
Mitchell Wortsman
Gabriel Ilharco
Ludwig Schmidt
Shuran Song
CLIP
LM&Ro
44
142
0
20 Mar 2022
Contrastive Visual Semantic Pretraining Magnifies the Semantics of
  Natural Language Representations
Contrastive Visual Semantic Pretraining Magnifies the Semantics of Natural Language Representations
Robert Wolfe
Aylin Caliskan
VLM
21
13
0
14 Mar 2022
All in One: Exploring Unified Video-Language Pre-training
All in One: Exploring Unified Video-Language Pre-training
Alex Jinpeng Wang
Yixiao Ge
Rui Yan
Yuying Ge
Xudong Lin
Guanyu Cai
Jianping Wu
Ying Shan
Xiaohu Qie
Mike Zheng Shou
36
200
0
14 Mar 2022
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs
Xiaohan Ding
Xinming Zhang
Yi Zhou
Jungong Han
Guiguang Ding
Jian Sun
VLM
49
528
0
13 Mar 2022
Enabling Multimodal Generation on CLIP via Vision-Language Knowledge
  Distillation
Enabling Multimodal Generation on CLIP via Vision-Language Knowledge Distillation
Wenliang Dai
Lu Hou
Lifeng Shang
Xin Jiang
Qun Liu
Pascale Fung
VLM
22
90
0
12 Mar 2022
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