Uncertainty-based Cross-Modal Retrieval with Probabilistic Representations

20 April 2022

Leila Pishdad

Ran Zhang

Konstantinos G. Derpanis

Allan D. Jepson

Afsaneh Fazly

ArXiv (abs)PDF HTML

Papers citing "Uncertainty-based Cross-Modal Retrieval with Probabilistic Representations"

34 / 34 papers shown

Title
Integrating Information Theory and Adversarial Learning for Cross-modal Retrieval Wei Chen Yu Liu E. Bakker M. Lew GAN 30 27 0 11 Apr 2021
Probabilistic Embeddings for Cross-Modal Retrieval Sanghyuk Chun Seong Joon Oh Rafael Sampaio de Rezende Yannis Kalantidis Diane Larlus UQCV 475 210 0 13 Jan 2021
Learning to Represent Image and Text with Denotation Graph Bowen Zhang Hexiang Hu Vihan Jain Eugene Ie Fei Sha 42 22 0 06 Oct 2020
Crisscrossed Captions: Extended Intramodal and Intermodal Semantic Similarity Judgments for MS-COCO Zarana Parekh Jason Baldridge Daniel Cer Austin Waters Yinfei Yang 47 62 0 30 Apr 2020
A Metric Learning Reality Check Kevin Musgrave Serge J. Belongie Ser-Nam Lim 142 479 0 18 Mar 2020
12-in-1: Multi-Task Vision and Language Representation Learning Jiasen Lu Vedanuj Goswami Marcus Rohrbach Devi Parikh Stefan Lee VLM ObjD 102 481 0 05 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 520 42,559 0 03 Dec 2019
CAMP: Cross-Modal Adaptive Message Passing for Text-Image Retrieval Zihao Wang Xihui Liu Hongsheng Li Lu Sheng Junjie Yan Xiaogang Wang Jing Shao VLM 70 305 0 12 Sep 2019
Visual Semantic Reasoning for Image-Text Matching Kunpeng Li Yulun Zhang Keqin Li Yuanyuan Li Y. Fu VLM 87 505 0 06 Sep 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 234 3,693 0 06 Aug 2019
UniVSE: Robust Visual Semantic Embeddings via Structured Semantic Representations Hao Wu Jiayuan Mao Yufeng Zhang Yuning Jiang Lei Li Weiwei Sun Wei-Ying Ma 26 8 0 11 Apr 2019
Evaluating Text-to-Image Matching using Binary Image Selection (BISON) Hexiang Hu Ishan Misra Laurens van der Maaten 62 22 0 19 Jan 2019
Modeling Uncertainty with Hedged Instance Embedding Seong Joon Oh Kevin Patrick Murphy Jiyan Pan Joseph Roth Florian Schroff Andrew C. Gallagher UQCV 434 70 0 30 Sep 2018
Learning Visually-Grounded Semantics from Contrastive Adversarial Samples Freda Shi Jiayuan Mao Tete Xiao Yuning Jiang Jian Sun ObjD 78 51 0 27 Jun 2018
Probabilistic FastText for Multi-Sense Word Embeddings Ben Athiwaratkun A. Wilson Anima Anandkumar 45 138 0 07 Jun 2018
Hierarchical Density Order Embeddings Ben Athiwaratkun A. Wilson 45 43 0 26 Apr 2018
Stacked Cross Attention for Image-Text Matching Kuang-Huei Lee Xi Chen G. Hua Houdong Hu Xiaodong He 98 1,154 0 21 Mar 2018
Dual-Path Convolutional Image-Text Embeddings with Instance Loss Zhedong Zheng Liang Zheng Michael Garrett Yi Yang Mingliang Xu Yi-Dong Shen 104 477 0 15 Nov 2017
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 121 4,220 0 25 Jul 2017
FOIL it! Find One mismatch between Image and Language caption Ravi Shekhar Sandro Pezzelle Yauhen Klimovich Aurélie Herbelot Moin Nabi E. Sangineto Raffaella Bernardi 55 141 0 03 May 2017
Multimodal Word Distributions Ben Athiwaratkun A. Wilson 45 90 0 27 Apr 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 359 4,718 0 15 Mar 2017
Instance-aware Image and Sentence Matching with Selective Multimodal LSTM Yan Huang Wei Wang Liang Wang 84 222 0 17 Nov 2016
Dual Attention Networks for Multimodal Reasoning and Matching Hyeonseob Nam Jung-Woo Ha Jeonghee Kim 100 667 0 02 Nov 2016
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations Ranjay Krishna Yuke Zhu Oliver Groth Justin Johnson Kenji Hata ... Yannis Kalantidis Li Li David A. Shamma Michael S. Bernstein Fei-Fei Li 220 5,761 0 23 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015
NetVLAD: CNN architecture for weakly supervised place recognition Relja Arandjelović Petr Gronát Akihiko Torii Tomas Pajdla Josef Sivic 3DV SSL 122 2,646 0 23 Nov 2015
Order-Embeddings of Images and Language Ivan Vendrov Ryan Kiros Sanja Fidler R. Urtasun 108 548 0 19 Nov 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 388 13,145 0 12 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,260 0 22 Dec 2014
Word Representations via Gaussian Embedding Luke Vilnis Andrew McCallum 111 385 0 20 Dec 2014
Deep Visual-Semantic Alignments for Generating Image Descriptions A. Karpathy Li Fei-Fei 140 5,590 0 07 Dec 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,370 0 03 Jun 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 419 43,777 0 01 May 2014