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LXMERT: Learning Cross-Modality Encoder Representations from
  Transformers

LXMERT: Learning Cross-Modality Encoder Representations from Transformers

20 August 2019
Hao Hao Tan
Mohit Bansal
    VLM
    MLLM
ArXivPDFHTML

Papers citing "LXMERT: Learning Cross-Modality Encoder Representations from Transformers"

50 / 1,506 papers shown
Title
Improving Calibration in Deep Metric Learning With Cross-Example Softmax
Improving Calibration in Deep Metric Learning With Cross-Example Softmax
Andreas Veit
Kimberly Wilber
7
2
0
17 Nov 2020
Data-efficient Alignment of Multimodal Sequences by Aligning Gradient
  Updates and Internal Feature Distributions
Data-efficient Alignment of Multimodal Sequences by Aligning Gradient Updates and Internal Feature Distributions
Jianan Wang
Boyang Albert Li
Xiangyu Fan
Jing-Hua Lin
Yanwei Fu
15
2
0
15 Nov 2020
ActBERT: Learning Global-Local Video-Text Representations
ActBERT: Learning Global-Local Video-Text Representations
Linchao Zhu
Yi Yang
ViT
6
417
0
14 Nov 2020
Cross-Modality Protein Embedding for Compound-Protein Affinity and
  Contact Prediction
Cross-Modality Protein Embedding for Compound-Protein Affinity and Contact Prediction
Yuning You
Yang Shen
12
8
0
14 Nov 2020
Transductive Zero-Shot Learning using Cross-Modal CycleGAN
Transductive Zero-Shot Learning using Cross-Modal CycleGAN
Patrick Bordes
Éloi Zablocki
Benjamin Piwowarski
Patrick Gallinari
VLM
14
0
0
13 Nov 2020
Multimodal Pretraining for Dense Video Captioning
Multimodal Pretraining for Dense Video Captioning
Gabriel Huang
Bo Pang
Zhenhai Zhu
Clara E. Rivera
Radu Soricut
8
82
0
10 Nov 2020
Human-centric Spatio-Temporal Video Grounding With Visual Transformers
Human-centric Spatio-Temporal Video Grounding With Visual Transformers
Zongheng Tang
Yue Liao
Si Liu
Guanbin Li
Xiaojie Jin
Hongxu Jiang
Qian Yu
Dong Xu
11
94
0
10 Nov 2020
Refer, Reuse, Reduce: Generating Subsequent References in Visual and
  Conversational Contexts
Refer, Reuse, Reduce: Generating Subsequent References in Visual and Conversational Contexts
Ece Takmaz
Mario Giulianelli
Sandro Pezzelle
Arabella J. Sinclair
Raquel Fernández
8
26
0
09 Nov 2020
CapWAP: Captioning with a Purpose
CapWAP: Captioning with a Purpose
Adam Fisch
Kenton Lee
Ming-Wei Chang
J. Clark
Regina Barzilay
8
11
0
09 Nov 2020
Multi-modal, multi-task, multi-attention (M3) deep learning detection of
  reticular pseudodrusen: towards automated and accessible classification of
  age-related macular degeneration
Multi-modal, multi-task, multi-attention (M3) deep learning detection of reticular pseudodrusen: towards automated and accessible classification of age-related macular degeneration
Qingyu Chen
T. Keenan
Alexis Allot
Yifan Peng
Elvira Agrón
...
Chantal Cousineau-Krieger
W. Wong
Yingying Zhu
E. Chew
Zhiyong Lu
MedIm
8
19
0
09 Nov 2020
Long Range Arena: A Benchmark for Efficient Transformers
Long Range Arena: A Benchmark for Efficient Transformers
Yi Tay
Mostafa Dehghani
Samira Abnar
Yikang Shen
Dara Bahri
Philip Pham
J. Rao
Liu Yang
Sebastian Ruder
Donald Metzler
36
689
0
08 Nov 2020
Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles
Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles
Christopher Clark
Mark Yatskar
Luke Zettlemoyer
18
60
0
07 Nov 2020
Utilizing Every Image Object for Semi-supervised Phrase Grounding
Utilizing Every Image Object for Semi-supervised Phrase Grounding
Haidong Zhu
Arka Sadhu
Zhao-Heng Zheng
Ram Nevatia
ObjD
12
7
0
05 Nov 2020
Cross-Media Keyphrase Prediction: A Unified Framework with
  Multi-Modality Multi-Head Attention and Image Wordings
Cross-Media Keyphrase Prediction: A Unified Framework with Multi-Modality Multi-Head Attention and Image Wordings
Yue Wang
Jing Li
M. Lyu
Irwin King
6
16
0
03 Nov 2020
COOT: Cooperative Hierarchical Transformer for Video-Text Representation
  Learning
COOT: Cooperative Hierarchical Transformer for Video-Text Representation Learning
Simon Ging
Mohammadreza Zolfaghari
Hamed Pirsiavash
Thomas Brox
ViT
CLIP
13
168
0
01 Nov 2020
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a
  Class-imbalance View
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance View
Yangyang Guo
Liqiang Nie
Zhiyong Cheng
Q. Tian
Min Zhang
19
69
0
30 Oct 2020
Leveraging Visual Question Answering to Improve Text-to-Image Synthesis
Leveraging Visual Question Answering to Improve Text-to-Image Synthesis
Stanislav Frolov
Shailza Jolly
Jörn Hees
Andreas Dengel
EGVM
12
5
0
28 Oct 2020
Co-attentional Transformers for Story-Based Video Understanding
Co-attentional Transformers for Story-Based Video Understanding
Björn Bebensee
Byoung-Tak Zhang
6
4
0
27 Oct 2020
MMFT-BERT: Multimodal Fusion Transformer with BERT Encodings for Visual
  Question Answering
MMFT-BERT: Multimodal Fusion Transformer with BERT Encodings for Visual Question Answering
Aisha Urooj Khan
Amir Mazaheri
N. Lobo
M. Shah
19
56
0
27 Oct 2020
Unsupervised Vision-and-Language Pre-training Without Parallel Images
  and Captions
Unsupervised Vision-and-Language Pre-training Without Parallel Images and Captions
Liunian Harold Li
Haoxuan You
Zhecan Wang
Alireza Zareian
Shih-Fu Chang
Kai-Wei Chang
SSL
VLM
64
12
0
24 Oct 2020
Can images help recognize entities? A study of the role of images for
  Multimodal NER
Can images help recognize entities? A study of the role of images for Multimodal NER
Shuguang Chen
Gustavo Aguilar
Leonardo Neves
Thamar Solorio
EgoV
35
33
0
23 Oct 2020
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing
  Functional Entropies
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies
Itai Gat
Idan Schwartz
A. Schwing
Tamir Hazan
51
89
0
21 Oct 2020
Multimodal Research in Vision and Language: A Review of Current and
  Emerging Trends
Multimodal Research in Vision and Language: A Review of Current and Emerging Trends
Shagun Uppal
Sarthak Bhagat
Devamanyu Hazarika
Navonil Majumdar
Soujanya Poria
Roger Zimmermann
Amir Zadeh
18
6
0
19 Oct 2020
Answer-checking in Context: A Multi-modal FullyAttention Network for
  Visual Question Answering
Answer-checking in Context: A Multi-modal FullyAttention Network for Visual Question Answering
Hantao Huang
Tao Han
Wei Han
D. Yap
Cheng-Ming Chiang
13
2
0
17 Oct 2020
Unsupervised Natural Language Inference via Decoupled Multimodal
  Contrastive Learning
Unsupervised Natural Language Inference via Decoupled Multimodal Contrastive Learning
Wanyun Cui
Guangyu Zheng
Wei Wang
SSL
14
21
0
16 Oct 2020
Natural Language Rationales with Full-Stack Visual Reasoning: From
  Pixels to Semantic Frames to Commonsense Graphs
Natural Language Rationales with Full-Stack Visual Reasoning: From Pixels to Semantic Frames to Commonsense Graphs
Ana Marasović
Chandra Bhagavatula
J. S. Park
Ronan Le Bras
Noah A. Smith
Yejin Choi
ReLM
LRM
18
61
0
15 Oct 2020
Vokenization: Improving Language Understanding with Contextualized,
  Visual-Grounded Supervision
Vokenization: Improving Language Understanding with Contextualized, Visual-Grounded Supervision
Hao Tan
Mohit Bansal
CLIP
6
120
0
14 Oct 2020
Does my multimodal model learn cross-modal interactions? It's harder to
  tell than you might think!
Does my multimodal model learn cross-modal interactions? It's harder to tell than you might think!
Jack Hessel
Lillian Lee
8
72
0
13 Oct 2020
CAPT: Contrastive Pre-Training for Learning Denoised Sequence
  Representations
CAPT: Contrastive Pre-Training for Learning Denoised Sequence Representations
Fuli Luo
Pengcheng Yang
Shicheng Li
Xuancheng Ren
Xu Sun
VLM
SSL
8
16
0
13 Oct 2020
Contrast and Classify: Training Robust VQA Models
Contrast and Classify: Training Robust VQA Models
Yash Kant
A. Moudgil
Dhruv Batra
Devi Parikh
Harsh Agrawal
19
5
0
13 Oct 2020
MAF: Multimodal Alignment Framework for Weakly-Supervised Phrase
  Grounding
MAF: Multimodal Alignment Framework for Weakly-Supervised Phrase Grounding
Qinxin Wang
Hao Tan
Sheng Shen
Michael W. Mahoney
Z. Yao
ObjD
28
11
0
12 Oct 2020
Beyond Language: Learning Commonsense from Images for Reasoning
Beyond Language: Learning Commonsense from Images for Reasoning
Wanqing Cui
Yanyan Lan
Liang Pang
Jiafeng Guo
Xueqi Cheng
LRM
11
5
0
10 Oct 2020
Interpretable Neural Computation for Real-World Compositional Visual
  Question Answering
Interpretable Neural Computation for Real-World Compositional Visual Question Answering
Ruixue Tang
Chao Ma
CoGe
6
2
0
10 Oct 2020
ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity
  and Visual Summarization
ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity and Visual Summarization
Tzuf Paz-Argaman
Y. Atzmon
Gal Chechik
Reut Tsarfaty
VLM
16
32
0
07 Oct 2020
Support-set bottlenecks for video-text representation learning
Support-set bottlenecks for video-text representation learning
Mandela Patrick
Po-Yao (Bernie) Huang
Yuki M. Asano
Florian Metze
Alexander G. Hauptmann
João Henriques
Andrea Vedaldi
20
242
0
06 Oct 2020
Pathological Visual Question Answering
Pathological Visual Question Answering
Xuehai He
Zhuo Cai
Wenlan Wei
Yichen Zhang
Luntian Mou
Eric P. Xing
P. Xie
62
24
0
06 Oct 2020
Attention Guided Semantic Relationship Parsing for Visual Question
  Answering
Attention Guided Semantic Relationship Parsing for Visual Question Answering
M. Farazi
Salman Khan
Nick Barnes
11
2
0
05 Oct 2020
Multi-Modal Open-Domain Dialogue
Multi-Modal Open-Domain Dialogue
Kurt Shuster
Eric Michael Smith
Da Ju
Jason Weston
AI4CE
28
42
0
02 Oct 2020
Which *BERT? A Survey Organizing Contextualized Encoders
Which *BERT? A Survey Organizing Contextualized Encoders
Patrick Xia
Shijie Wu
Benjamin Van Durme
18
50
0
02 Oct 2020
Contrastive Learning of Medical Visual Representations from Paired
  Images and Text
Contrastive Learning of Medical Visual Representations from Paired Images and Text
Yuhao Zhang
Hang Jiang
Yasuhide Miura
Christopher D. Manning
C. Langlotz
MedIm
13
724
0
02 Oct 2020
ISAAQ -- Mastering Textbook Questions with Pre-trained Transformers and
  Bottom-Up and Top-Down Attention
ISAAQ -- Mastering Textbook Questions with Pre-trained Transformers and Bottom-Up and Top-Down Attention
José Manuél Gómez-Pérez
Raúl Ortega
23
23
0
01 Oct 2020
Learning Object Detection from Captions via Textual Scene Attributes
Learning Object Detection from Captions via Textual Scene Attributes
Achiya Jerbi
Roei Herzig
Jonathan Berant
Gal Chechik
Amir Globerson
22
21
0
30 Sep 2020
Attention that does not Explain Away
Attention that does not Explain Away
Nan Ding
Xinjie Fan
Zhenzhong Lan
Dale Schuurmans
Radu Soricut
11
3
0
29 Sep 2020
VIVO: Visual Vocabulary Pre-Training for Novel Object Captioning
VIVO: Visual Vocabulary Pre-Training for Novel Object Captioning
Xiaowei Hu
Xi Yin
Kevin Qinghong Lin
Lijuan Wang
L. Zhang
Jianfeng Gao
Zicheng Liu
VLM
6
56
0
28 Sep 2020
X-LXMERT: Paint, Caption and Answer Questions with Multi-Modal
  Transformers
X-LXMERT: Paint, Caption and Answer Questions with Multi-Modal Transformers
Jaemin Cho
Jiasen Lu
Dustin Schwenk
Hannaneh Hajishirzi
Aniruddha Kembhavi
VLM
MLLM
19
102
0
23 Sep 2020
Multiple interaction learning with question-type prior knowledge for
  constraining answer search space in visual question answering
Multiple interaction learning with question-type prior knowledge for constraining answer search space in visual question answering
Tuong Khanh Long Do
Binh X. Nguyen
Huy Tran
Erman Tjiputra
Quang-Dieu Tran
Thanh-Toan Do
23
2
0
23 Sep 2020
MUTANT: A Training Paradigm for Out-of-Distribution Generalization in
  Visual Question Answering
MUTANT: A Training Paradigm for Out-of-Distribution Generalization in Visual Question Answering
Tejas Gokhale
Pratyay Banerjee
Chitta Baral
Yezhou Yang
OOD
14
139
0
18 Sep 2020
A Multimodal Memes Classification: A Survey and Open Research Issues
A Multimodal Memes Classification: A Survey and Open Research Issues
Tariq Habib Afridi
A. Alam
Muhammad Numan Khan
Jawad Khan
Young-Koo Lee
19
34
0
17 Sep 2020
Multimodal Joint Attribute Prediction and Value Extraction for
  E-commerce Product
Multimodal Joint Attribute Prediction and Value Extraction for E-commerce Product
Tiangang Zhu
Yue Wang
Haoran Li
Youzheng Wu
Xiaodong He
Bowen Zhou
6
69
0
15 Sep 2020
Denoising Large-Scale Image Captioning from Alt-text Data using Content
  Selection Models
Denoising Large-Scale Image Captioning from Alt-text Data using Content Selection Models
Khyathi Raghavi Chandu
Piyush Sharma
Soravit Changpinyo
Ashish V. Thapliyal
Radu Soricut
DiffM
VLM
19
3
0
10 Sep 2020
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