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International Conference on Multimedia Retrieval (2022)


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MAD@ICMR 2022: Proceedings of the 1st International Workshop on Multimedia AI against Disinformation, Newark, NJ, USA, June 27 - 30, 2022

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MAD@ICMR 2022: Proceedings of the 1st International Workshop on Multimedia AI against Disinformation, Newark, NJ, USA, June 27 - 30, 2022

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Towards Generalization in Deepfake Detection
Luisa Verdoliva

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Let the Chatbot Speak! Freedom of Expression and Synthetic Media
Katja De Vries

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On the Generalizability of Two-dimensional Convolutional Neural Networks for Fake Speech Detection
Christoforos Papastergiopoulos | Anastasios Vafeiadis | Ioannis Papadimitriou | Konstantinos Votis | Dimitrios Tzovaras

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Spectral Denoising for Microphone Classification
Luca Cuccovillo | Antonio Giganti | Paolo Bestagini | Patrick Aichroth | Stefano Tubaro

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Automatic and Manual Detection of Generated News: Case Study, Limitations and Challenges
Jérémie Bogaert | Marie-Catherine de Marneffe | Antonin Descampe | François-Xavier Standaert

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Extractive-Boolean Question Answering for Scientific Fact Checking
Loïc Rakotoson | Charles Letaillieur | Sylvain Massip | Fréjus A. A. Laleye

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How Did Europe's Press Cover Covid-19 Vaccination News? A Five-Country Analysis
David Alonso del Barrio | Daniel Gática-Pérez

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Automatic Detection of Bot-generated Tweets
Julien Tourille | Babacar Sow | Adrian Popescu

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Cross-Forgery Analysis of Vision Transformers and CNNs for Deepfake Image Detection
Davide Alessandro Coccomini | Roberto Caldelli | Fabrizio Falchi | Claudio Gennaro | Giuseppe Amato

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The MeVer DeepFake Detection Service: Lessons Learnt from Developing and Deploying in the Wild
Spiros Baxevanakis | Giorgos Kordopatis-Zilos | Panagiotis Galopoulos | Lazaros Apostolidis | Killian Levacher | Ipek Baris Schlicht | Denis Teyssou | Ioannis Kompatsiaris | Symeon Papadopoulos

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Uncovering the Strength of Capsule Networks in Deepfake Detection
Dan-Cristian Stanciu | Bogdan Ionescu

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Fake News Detection Based on Multi-Modal Classifier Ensemble
Yi Shao | Jiande Sun | Tianlin Zhang | Ye Jiang | Jianhua Ma | Jing Li


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ICDAR@ICMR 2022: Proceedings of the 3rd ACM Workshop on Intelligent Cross-Data Analysis and Retrieval, Newark, NJ, USA, June 27 - 30, 2022

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ICDAR@ICMR 2022: Proceedings of the 3rd ACM Workshop on Intelligent Cross-Data Analysis and Retrieval, Newark, NJ, USA, June 27 - 30, 2022

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Explainable Artificial Intelligence for Human Embryo Cell Cleavage Stages Analysis
Akriti Sharma | Mette H. Stensen | Erwan Delbarre | Trine B. Haugen | Hugo Lewi Hammer

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Multimodal Cheapfakes Detection by Utilizing Image Captioning for Global Context
Tuan-Vinh La | Quang-Tien Tran | Thanh-Phuc Tran | Anh-Duy Tran | Duc-Tien Dang-Nguyen | Minh-Son Dao

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Tone Classification for Political Advertising Video using Multimodal Cues
Anh-Khoa Vo | Yuta Nakashima

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A Hybrid Transformer Network for Detection of Risk Situations on Multimodal Life-Log Health Data
Rupayan Mallick | Jenny Benois-Pineau | Akka Zemmari | Marion Pech | Thinhinane Yebda | Hélène Amieva | Laura Middleton

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Predicting High-risk Congestion Areas During Heavy Rain Using Multi Prediction Model and Maximum Periodic Frequent Pattern Algorithms
Minh-Dang Tran | Nazmudeen Mohamed Saleem

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IoT-based Multimodal Analysis for Smart Education: Current Status, Challenges and Opportunities
Wenbin Gan | Minh-Son Dao | Koji Zettsu | Yuan Sun

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Is More Realistic Better? A Comparison of Game Engine and GAN-based Avatars for Investigative Interviews of Children
Pegah Salehi | Syed Zohaib Hassan | Saeed Shafiee Sabet | Gunn Astrid Baugerud | Miriam Sinkerud Johnson | Pål Halvorsen | Michael A. Riegler

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Towards Intellectual Property Rights Protection in Big Data
Rafik Hamza | Minh-Son Dao | Sadanori Ito | Koji Zettsu

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DeDigi: A Privacy-by-Design Platform for Image Forensics
Chi-Hao Tran | Quoc-Thang Tran | Quynh-Chau Long-Vu | Hai-Son Nguyen | Anh-Duy Tran | Duc-Tien Dang-Nguyen

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FedMCRNN: Federated Learning using Multiple Convolutional Recurrent Neural Networks for Sleep Quality Prediction
Tran Anh Khoa | Do-Van Nguyen | Phuoc Van Nguyen Thi | Koji Zettsu

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Efficient Resource Allocation using Federated Learning in Cellular Networks
Son Cao Nguyen | Minh Hoang | Tinh Phuc Vo | Duc Ngoc Minh Dang


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LSC@ICMR 2022: Proceedings of the 5th Annual on Lifelog Search Challenge, Newark, NJ, USA, June 27 - 30, 2022

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LSC@ICMR 2022: Proceedings of the 5th Annual on Lifelog Search Challenge, Newark, NJ, USA, June 27 - 30, 2022

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An Introduction to Retrieval and Reminiscence from Lifelog Archives at NTCIR
Frank Hopfgartner

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Memento 2.0: An Improved Lifelog Search Engine for LSC'22
Naushad Alam | Yvette Graham | Cathal Gurrin

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MEMORIA: A Memory Enhancement and MOment RetrIeval Application for LSC 2022
Ricardo Ribiero | Alina Trifan | António J. R. Neves

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LifeSeeker 4.0: An Interactive Lifelog Search Engine for LSC'22
Thao-Nhu Nguyen | Tu-Khiem Le | Van-Tu Ninh | Minh-Triet Tran | Thanh-Binh Nguyen | Graham Healy | Sinéad Smyth | Annalina Caputo | Cathal Gurrin

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Flexible Interactive Retrieval SysTem 3.0 for Visual Lifelog Exploration at LSC 2022
Nhat Hoang-Xuan | Hoang-Phuc Trang-Trung | E.-Ro Nguyen | Thanh-Cong Le | Mai-Khiem Tran | Tu-Khiem Le | Van-Tu Ninh | Cathal Gurrin | Minh-Triet Tran

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vitrivr at the Lifelog Search Challenge 2022
Silvan Heller | Luca Rossetto | Loris Sauter | Heiko Schuldt

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E-Myscéal: Embedding-based Interactive Lifelog Retrieval System for LSC'22
Ly-Duyen Tran | Manh-Duy Nguyen | Binh T. Nguyen | Hyowon Lee | Liting Zhou | Cathal Gurrin

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Multimodal Interactive Lifelog Retrieval with vitrivr-VR
Florian Spiess | Heiko Schuldt

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Voxento 3.0: A Prototype Voice-Controlled Interactive Search Engine for Lifelog
Ahmed Alateeq | Mark Roantree | Cathal Gurrin

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lifeXplore at the Lifelog Search Challenge 2022
Andreas Leibetseder | Daniela Stefanics | Klaus Schoeffmann


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ICMR '22: International Conference on Multimedia Retrieval, Newark, NJ, USA, June 27 - 30, 2022

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ICMR '22: International Conference on Multimedia Retrieval, Newark, NJ, USA, June 27 - 30, 2022

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TransPCC: Towards Deep Point Cloud Compression via Transformers
Zujie Liang | Fan Liang

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The Impact of Dataset Splits on Classification Performance in Medical Videos
Markus Fox | Klaus Schoeffmann

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OSCARS: An Outlier-Sensitive Content-Based Radiography Retrieval System
Xiaoyuan Guo | Jiali Duan | Saptarshi Purkayastha | Hari Trivedi | Judy Wawira Gichoya | Imon Banerjee

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Unseen Food Segmentation
Yuma Honbu | Keiji Yanai

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DMPCANet: A Low Dimensional Aggregation Network for Visual Place Recognition
Yinghao Wang | Haonan Chen | Jiong Wang | Yingying Zhu

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VideoCLIP: A Cross-Attention Model for Fast Video-Text Retrieval Task with Image CLIP
Yikang Li | Jenhao Hsiao | Chiuman Ho

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Music-to-Dance Generation with Multiple Conformer
Mingao Zhang | Changhong Liu | Yong Chen | Zhenchun Lei | Mingwen Wang

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OCR-oriented Master Object for Text Image Captioning
Wenliang Tang | Zhenzhen Hu | Zijie Song | Richang Hong

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Supervised Contrastive Vehicle Quantization for Efficient Vehicle Retrieval
Yongbiao Chen | Kaicheng Guo | Fangxin Liu | Yusheng Huang | Zhengwei Qi

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Fashion Style-Aware Embeddings for Clothing Image Retrieval
Rino Naka | Marie Katsurai | Keisuke Yanagi | Ryosuke Goto

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Multiple Biological Granularities Network for Person Re-Identification
Shuyuan Tu | Tianzhen Guan | Li Kuang

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TriReID: Towards Multi-Modal Person Re-Identification via Descriptive Fusion Model
Yajing Zhai | Yawen Zeng | Da Cao | Shaofei Lu

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Temporal-Consistent Visual Clue Attentive Network for Video-Based Person Re-Identification
Bingliang Jiao | Liying Gao | Peng Wang

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Pluggable Weakly-Supervised Cross-View Learning for Accurate Vehicle Re-Identification
Lu Yang | Hongbang Liu | Lingqiao Liu | Jinghao Zhou | Lei Zhang | Peng Wang | Yanning Zhang

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An Effective Two-way Metapath Encoder over Heterogeneous Information Network for Recommendation
Yanbin Jiang | Huifang Ma | Xiaohui Zhang | Zhixin Li | Liang Chang

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Multi-Modal Contrastive Pre-training for Recommendation
Zhuang Liu | Yunpu Ma | Matthias Schubert | Yuanxin Ouyang | Zhang Xiong

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Flexible Order Aware Sequential Recommendation
Mingda Qian | Xiaoyan Gu | Lingyang Chu | Feifei Dai | Haihui Fan | Bo Li

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Sequential Intention-aware Recommender based on User Interaction Graph
Jinpeng Chen | Yuan Cao | Fan Zhang | Pengfei Sun | Kaimin Wei

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TransHash: Transformer-based Hamming Hashing for Efficient Image Retrieval
Yongbiao Chen | Sheng Zhang | Fangxin Liu | Zhigang Chang | Mang Ye | Zhengwei Qi

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Constructing Phrase-level Semantic Labels to Form Multi-Grained Supervision for Image-Text Retrieval
Zhihao Fan | Zhongyu Wei | Zejun Li | Siyuan Wang | Haijun Shan | Xuanjing Huang | Jianqing Fan

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Relevance-based Margin for Contrastively-trained Video Retrieval Models
Alex Falcon | Swathikiran Sudhakaran | Giuseppe Serra | Sergio Escalera | Oswald Lanz

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CLIP4Hashing: Unsupervised Deep Hashing for Cross-Modal Video-Text Retrieval
Yaoxin Zhuo | Yikang Li | Jenhao Hsiao | Chiuman Ho | Baoxin Li

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Nearest Neighbor Search with Compact Codes: A Decoder Perspective
Kenza Amara | Matthijs Douze | Alexandre Sablayrolles | Hervé Jégou

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Teaching a New Dog Old Tricks: Contrastive Random Walks in Videos with Unsupervised Priors
Jan Schutte | Pascal Mettes

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FedNKD: A Dependable Federated Learning Using Fine-tuned Random Noise and Knowledge Distillation
Shaoxiong Zhu | Qi Qi | Zirui Zhuang | Jingyu Wang | Haifeng Sun | Jianxin Liao

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Weakly Supervised Fine-grained Recognition based on Combined Learning for Small Data and Coarse Label
Anqi Hu | Zhengxing Sun | Qian Li

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Real-Time Deepfake System for Live Streaming
Yifei Fan | Modan Xie | Peihan Wu | Gang Yang

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EmoMTB: Emotion-aware Music Tower Blocks
Alessandro B. Melchiorre | David Penz | Christian Ganhör | Oleg Lesota | Vasco Fragoso | Florian Friztl | Emilia Parada-Cabaleiro | Franz Schubert | Markus Schedl

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ViRMA: Virtual Reality Multimedia Analytics
Aaron Duane | Björn Þór Jónsson

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Person Search by Uncertain Attributes
Tingting Dong | Jianquan Liu

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Dual-Level Decoupled Transformer for Video Captioning
Yiqi Gao | Xinglin Hou | Wei Suo | Mengyang Sun | Tiezheng Ge | Yuning Jiang | Peng Wang

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Cross-Modal Retrieval between Event-Dense Text and Image
Zhongwei Xie | Lin Li | Luo Zhong | Jianquan Liu | Ling Liu

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Learning Hierarchical Semantic Correspondences for Cross-Modal Image-Text Retrieval
Sheng Zeng | Changhong Liu | Jun Zhou | Yong Chen | Aiwen Jiang | Hanxi Li

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Ingredient-enriched Recipe Generation from Cooking Videos
Jianlong Wu | Liangming Pan | Jingjing Chen | Yu-Gang Jiang

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Cross-lingual Adaptation for Recipe Retrieval with Mixup
Bin Zhu | Chong-Wah Ngo | Jingjing Chen | Wing Kwong Chan

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Disentangled Representations and Hierarchical Refinement of Multi-Granularity Features for Text-to-Image Synthesis
Pei Dong | Lei Wu | Lei Meng | Xiangxu Meng

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Style-woven Attention Network for Zero-shot Ink Wash Painting Style Transfer
Haochen Sun | Lei Wu | Xiang Li | Xiangxu Meng

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Automatic Visual Recognition of Unexploded Ordnances Using Supervised Deep Learning
Georgios Begkas | Panagiotis Giannakeris | Konstantinos Ioannidis | Georgios Kalpakis | Theodora Tsikrika | Stefanos Vrochidis | Ioannis Kompatsiaris

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Generating Topological Structure of Floorplans from Room Attributes
Yu Yin | Will Hutchcroft | Naji Khosravan | Ivaylo Boyadzhiev | Yun Fu | Sing Bing Kang

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MultiCLU: Multi-stage Context Learning and Utilization for Storefront Accessibility Detection and Evaluation
Xuan Wang | Jiajun Chen | Hao Tang | Zhigang Zhu

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UF-VTON: Toward User-Friendly Virtual Try-On Network
Yuan Chang | Tao Peng | Ruhan He | Xinrong Hu | Junping Liu | Zili Zhang | Minghua Jiang

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Learning Sample Importance for Cross-Scenario Video Temporal Grounding
Peijun Bao | Yadong Mu

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Efficient Linear Attention for Fast and Accurate Keypoint Matching
Suwichaya Suwanwimolkul | Satoshi Komorita

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Video2Subtitle: Matching Weakly-Synchronized Sequences via Dynamic Temporal Alignment
Ben Xue | Chenchen Liu | Yadong Mu

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Dual-Channel Localization Networks for Moment Retrieval with Natural Language
Bolin Zhang | Bin Jiang | Chao Yang | Liang Pang

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Phrase-level Prediction for Video Temporal Localization
Sizhe Li | Chang Li | Minghang Zheng | Yang Liu

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Joint Modality Synergy and Spatio-temporal Cue Purification for Moment Localization
Xingyu Shen | Long Lan | Huibin Tan | Xiang Zhang | Xurui Ma | Zhigang Luo

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HybridVocab: Towards Multi-Modal Machine Translation via Multi-Aspect Alignment
Ru Peng | Yawen Zeng | Junbo Zhao

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Improving Image Captioning via Enhancing Dual-Side Context Awareness
Yiqi Gao | Ning Wang | Wei Suo | Mengyang Sun | Peng Wang

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Improve Image Captioning by Modeling Dynamic Scene Graph Extension
Minghao Geng | Qingjie Zhao

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Summarizing Videos using Concentrated Attention and Considering the Uniqueness and Diversity of the Video Frames
Evlampios E. Apostolidis | Georgios Balaouras | Vasileios Mezaris | Ioannis Patras

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Fashion Image Search via Anchor-Free Detector
Shanchuan Gao | Fankai Zeng | Lu Cheng | Jicong Fan | Mingbo Zhao

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Unsupervised Contrastive Masking for Visual Haze Classification
Jingyu Li | Haokai Ma | Xiangxian Li | Zhuang Qi | Lei Meng | Xiangxu Meng

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MuLER: Multiplet-Loss for Emotion Recognition
Anwer Slimi | Mounir Zrigui | Henri Nicolas

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STAFNet: Swin Transformer Based Anchor-Free Network for Detection of Forward-looking Sonar Imagery
Xingyu Zhu | Yingshuo Liang | Jianlei Zhang | Zengqiang Chen

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Camouflaged Poisoning Attack on Graph Neural Networks
Chao Jiang | Yi He | Richard Chapman | Hongyi Wu

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Accelerated Sign Hunter: A Sign-based Black-box Attack via Branch-Prune Strategy and Stabilized Hierarchical Search
Siyuan Li | Guangji Huang | Xing Xu | Yang Yang | Fumin Shen

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DiGAN: Directional Generative Adversarial Network for Object Transfiguration
Zhen Luo | Yingfang Zhang | Peihao Zhong | Jingjing Chen | Donglong Chen

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GIO: A Timbre-informed Approach for Pitch Tracking in Highly Noisy Environments
Xiaoheng Sun | Xia Liang | Qiqi He | Bilei Zhu | Zejun Ma

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Source-free Temporal Attentive Domain Adaptation for Video Action Recognition
Peipeng Chen | Andy J. Ma

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Review of Deep Learning Models for Spine Segmentation
Neng Zhou | Hairu Wen | Yi Wang | Yang Liu | Longfei Zhou

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3D-Augmented Contrastive Knowledge Distillation for Image-based Object Pose Estimation
Zhidan Liu | Zhen Xing | Xiangdong Zhou | Yijiang Chen | Guichun Zhou

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Selective Hypergraph Convolutional Networks for Skeleton-based Action Recognition
Yiran Zhu | Guangji Huang | Xing Xu | Yanli Ji | Fumin Shen

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Self-Lifting: A Novel Framework for Unsupervised Voice-Face Association Learning
Guangyu Chen | Deyuan Zhang | Tao Liu | Xiaoyong Du

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Revisiting Performance Measures for Cross-Modal Hashing
Hongya Wang | Shunxin Dai | Ming Du | Bo Xu | Mingyong Li

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Local Slot Attention for Vision and Language Navigation
Yifeng Zhuang | Qiang Sun | Yanwei Fu | Lifeng Chen | Xiangyang Xue

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Cross-Pixel Dependency with Boundary-Feature Transformation for Weakly Supervised Semantic Segmentation
Yuhui Guo | Xun Liang | Tang Hui | Bo Wu | Xiangping Zheng

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Mobile Emotion Recognition via Multiple Physiological Signals using Convolution-augmented Transformer
Kangning Yang | Benjamin Tag | Yue Gu | Chaofan Wang | Tilman Dingler | Greg Wadley | Jorge Gonçalves

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VAC-Net: Visual Attention Consistency Network for Person Re-identification
Weidong Shi | Yunzhou Zhang | Shangdong Zhu | Yixiu Liu | Sonya Coleman | Dermot Kerr

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MFGAN: A Lightweight Fast Multi-task Multi-scale Feature-fusion Model based on GAN
Lijia Deng | Yu-Dong Zhang

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Adaptive Temporal Grouping for Black-box Adversarial Attacks on Videos
Zhipeng Wei | Jingjing Chen | Hao Zhang | Linxi Jiang | Yu-Gang Jiang

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Parallelism Network with Partial-aware and Cross-correlated Transformer for Vehicle Re-identification
Guangqi Jiang | Huibing Wang | Jinjia Peng | Xianping Fu

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Motor Learning based on Presentation of a Tentative Goal
Siqi Sun | Yongqing Sun | Mitsuhiro Goto | Shigekuni Kondo | Dan Mikami | Susumu Yamamoto

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Extracting Precedence Relations between Video Lectures in MOOCs
Kui Xiao | Youheng Bai | Yan Zhang

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M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection
Junke Wang | Zuxuan Wu | Wenhao Ouyang | Xintong Han | Jingjing Chen | Yu-Gang Jiang | Ser-Nam Li

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Blindfold Attention: Novel Mask Strategy for Facial Expression Recognition
Bo Fu | Yuanxin Mao | Shilin Fu | Yonggong Ren | Zhongxuan Luo

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MSSPQ: Multiple Semantic Structure-Preserving Quantization for Cross-Modal Retrieval
Lei Zhu | Liewu Cai | Jiayu Song | Xinghui Zhu | Chengyuan Zhang | Shichao Zhang

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Lesion Localization in OCT by Semi-Supervised Object Detection
Yue Wu | Yang Zhou | Jianchun Zhao | Jingyuan Yang | Weihong Yu | Youxin Chen | Xirong Li

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Weakly Supervised Pediatric Bone Age Assessment Using Ultrasonic Images via Automatic Anatomical RoI Detection
Yunyan Yan | Chuanbin Liu | Hongtao Xie | Sicheng Zhang | Zhendong Mao

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I2-Net: Intra- and Inter-scale Collaborative Learning Network for Abdominal Multi-organ Segmentation
Chao Suo | Xuanya Li | Donghui Tan | Yuan Zhang | Xieping Gao

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SA-NAS-BFNR: Spatiotemporal Attention Neural Architecture Search for Task-based Brain Functional Network Representation
Fenxia Duan | Chunhong Cao | Xieping Gao

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Weakly-supervised Cerebrovascular Segmentation Network with Shape Prior and Model Indicator
Qian Wu | Yufei Chen | Ning Huang | Xiaodong Yue

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FreqCAM: Frequent Class Activation Map for Weakly Supervised Object Localization
Runsheng Zhang

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Reproducibility Companion Paper: Human Object Interaction Detection via Multi-level Conditioned Network
Yunqing He | Xu Sun | Hui Jiang | Tongwei Ren | Gangshan Wu | Maria Sinziana Astefanoaei | Andreas Leibetseder

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Introduction to the Fifth Annual Lifelog Search Challenge, LSC'22
Cathal Gurrin | Liting Zhou | Graham Healy | Björn Þór Jónsson | Duc-Tien Dang-Nguyen | Jakub Lokoc | Minh-Triet Tran | Wolfgang Hürst | Luca Rossetto | Klaus Schöffmann

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MAD '22 Workshop: Multimedia AI against Disinformation
Bogdan Ionescu | Giorgos Kordopatis-Zilos | Adrian Popescu | Luca Cuccovillo | Symeon Papadopoulos

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ICDAR'22: Intelligent Cross-Data Analysis and Retrieval
Minh-Son Dao | Michael Alexander Riegler | Duc-Tien Dang-Nguyen | Cathal Gurrin | Yuta Nakashima | Mianxiong Dong

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MMArt-ACM 2022: 5th Joint Workshop on Multimedia Artworks Analysis and Attractiveness Computing in Multimedia
Naoko Nitta | Anita Min-Chun Hu | Kensuke Tobitani