多模态大模型

Learning grounded word meaning representations on similarity graphs

Mariella Dimiccoli, Herwig Wendt, Pau Batlle

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CL、cs.AI

Comments Accepted to EMNLP 2021 (long paper)

LocTex: Learning Data-Efficient Visual Representations from Localized Textual Supervision

Zhijian Liu, Simon Stent, Jie Li, John Gideon, Song Han

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.CL

Comments ICCV 2021. Project page: https://loctex.mit.edu/

HiT: Hierarchical Transformer with Momentum Contrast for Video-Text Retrieval

Song Liu, Haoqi Fan, Shengsheng Qian, Yiru Chen, Wenkui Ding, Zhongyuan Wang

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.AI

ASMR: Learning Attribute-Based Person Search with Adaptive Semantic Margin Regularizer

Boseung Jeong, Jicheol Park, Suha Kwak

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.AI

Comments ICCV 2021 accepted

Probing Image-Language Transformers for Verb Understanding

Lisa Anne Hendricks, Aida Nematzadeh

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.CL

Talk, Don't Write: A Study of Direct Speech-Based Image Retrieval

Ramon Sanabria, Austin Waters, Jason Baldridge

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.CL

Comments Accepted to INTERSPEECH 2021

Task-Independent Knowledge Makes for Transferable Representations for Generalized Zero-Shot Learning

Chaoqun Wang, Xuejin Chen, Shaobo Min, Xiaoyan Sun, Houqiang Li

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.AI

Comments Accepted at AAAI2021

A Closer Look at the Robustness of Vision-and-Language Pre-trained Models

Linjie Li, Zhe Gan, Jingjing Liu

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.CL

From Hand-Perspective Visual Information to Grasp Type Probabilities: Deep Learning via Ranking Labels

Mo Han, Sezen Ya{ğ}mur Günay, İlkay Yıldız, Paolo Bonato, Cagdas D. Onal, Taşkın Padır, Gunar Schirner, Deniz Erdo{ğ}muş

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.AI

Hierarchical Similarity Learning for Language-based Product Image Retrieval

Zhe Ma, Fenghao Liu, Jianfeng Dong, Xiaoye Qu, Yuan He, Shouling Ji

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.MM

Comments Accepted by ICASSP 2021. Code and data will be available at https://github.com/liufh1/hsl

ActionBert: Leveraging User Actions for Semantic Understanding of User Interfaces

Zecheng He, Srinivas Sunkara, Xiaoxue Zang, Ying Xu, Lijuan Liu, Nevan Wichers, Gabriel Schubiner, Ruby Lee, Jindong Chen, Blaise Agüera y Arcas

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CL、cs.AI

Comments Accepted to AAAI Conference on Artificial Intelligence (AAAI-21)

A Response Retrieval Approach for Dialogue Using a Multi-Attentive Transformer

Matteo A. Senese, Alberto Benincasa, Barbara Caputo, Giuseppe Rizzo

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CL、cs.AI

KVL-BERT: Knowledge Enhanced Visual-and-Linguistic BERT for Visual Commonsense Reasoning

Dandan Song, Siyi Ma, Zhanchen Sun, Sicheng Yang, Lejian Liao

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CL、cs.AI

Towards Zero-shot Cross-lingual Image Retrieval

Pranav Aggarwal, Ajinkya Kale

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.CL

Learning Visual-Semantic Embeddings for Reporting Abnormal Findings on Chest X-rays

Jianmo Ni, Chun-Nan Hsu, Amilcare Gentili, Julian McAuley

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.CL

Comments 7 pages, 2 figures, to be published in Findings of EMNLP 2020

ZSCRGAN: A GAN-based Expectation Maximization Model for Zero-Shot Retrieval of Images from Textual Descriptions

Anurag Roy, Vinay Kumar Verma, Kripabandhu Ghosh, Saptarshi Ghosh

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.CL

Comments Accepted in CIKM-2020

Fine-grained Video-Text Retrieval with Hierarchical Graph Reasoning

Shizhe Chen, Yida Zhao, Qin Jin, Qi Wu

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.AI

Comments To be appeared in CVPR 2020

Fine-Grained Instance-Level Sketch-Based Video Retrieval

Peng Xu, Kun Liu, Tao Xiang, Timothy M. Hospedales, Zhanyu Ma, Jun Guo, Yi-Zhe Song

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.MM

MHSAN: Multi-Head Self-Attention Network for Visual Semantic Embedding

Geondo Park, Chihye Han, Wonjun Yoon, Daeshik Kim

专题命中 跨模态检索 ：image-text(abstract)；分类 cs.CV、cs.CL

Comments Accepted by the 2020 IEEE Winter Conference on Applications of Computer Vision (WACV 20), 9 pages, 5 figures

A Proposal-based Approach for Activity Image-to-Video Retrieval

Ruicong Xu, Li Niu, Jianfu Zhang, Liqing Zhang

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.MM

Comments The Thirty-Fourth AAAI Conference on Artificial Intelligence

HAL: Improved Text-Image Matching by Mitigating Visual Semantic Hubs

Fangyu Liu, Rongtian Ye, Xun Wang, Shuaipeng Li

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.CL

Comments AAAI-20 (to appear)

HUSE: Hierarchical Universal Semantic Embeddings

Pradyumna Narayana, Aniket Pednekar, Abishek Krishnamoorthy, Kazoo Sone, Sugato Basu

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.CL

Designovel's system description for Fashion-IQ challenge 2019

Jianri Li, Jae-whan Lee, Woo-sang Song, Ki-young Shin, Byung-hyun Go

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.CL

A Strong and Robust Baseline for Text-Image Matching

Fangyu Liu, Rongtian Ye

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.CL

Comments 6 pages (excluding references); 2019 ACL Student Research Workshop (to appear)

UniVSE: Robust Visual Semantic Embeddings via Structured Semantic Representations

Hao Wu, Jiayuan Mao, Yufeng Zhang, Yuning Jiang, Lei Li, Weiwei Sun, Wei-Ying Ma

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.CL

Comments v1 is the full version which is accepted by CVPR 2019. v2 is the short version accepted by NAACL 2019 SpLU-RoboNLP workshop (in non-archival proceedings)

Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors

Yansen Wang, Ying Shen, Zhun Liu, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CL、cs.AI

Comments Accepted by AAAI2019

Learning Visually-Grounded Semantics from Contrastive Adversarial Samples

Haoyue Shi, Jiayuan Mao, Tete Xiao, Yuning Jiang, Jian Sun

专题命中 跨模态检索 ：image-text(abstract)；分类 cs.CV、cs.CL

Comments To Appear at COLING 2018

Text2Shape: Generating Shapes from Natural Language by Learning Joint Embeddings

Kevin Chen, Christopher B. Choy, Manolis Savva, Angel X. Chang, Thomas Funkhouser, Silvio Savarese

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.AI

Cognitive Database: A Step towards Endowing Relational Databases with Artificial Intelligence Capabilities

Rajesh Bordawekar, Bortik Bandyopadhyay, Oded Shmueli

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CL、cs.AI

Image2song: Song Retrieval via Bridging Image Content and Lyric Words

Xuelong Li, Di Hu, Xiaoqiang Lu

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.MM

Comments 13 pages, 13 figures, accepted by ICCV 2017