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This paper presents the summary of the Efficient Face Recognition Competition (EFaR) held at the 2023 International Joint Conference on Biometrics (IJCB 2023). The competition received 17 submissions from 6 different teams. To drive further…

Patent retrieval has been attracting tremendous interest from researchers in intellectual property and information retrieval communities in the past decades. However, most existing approaches rely on textual and metadata information of the…

计算机视觉与模式识别 · 计算机科学 2023-08-29 Hongsong Wang , Yuqi Zhang

In this paper, we introduce Recipe1M+, a new large-scale, structured corpus of over one million cooking recipes and 13 million food images. As the largest publicly available collection of recipe data, Recipe1M+ affords the ability to train…

计算机视觉与模式识别 · 计算机科学 2019-07-11 Javier Marin , Aritro Biswas , Ferda Ofli , Nicholas Hynes , Amaia Salvador , Yusuf Aytar , Ingmar Weber , Antonio Torralba

Multi-language recipe personalisation and recommendation is an under-explored field of information retrieval in academic and production systems. The existing gaps in our current understanding are numerous, even on fundamental questions such…

信息检索 · 计算机科学 2020-08-19 Niall Twomey , Mikhail Fain , Andrey Ponikar , Nadine Sarraf

This technical report describes the details of our TASK1A submission of the DCASE2021 challenge. The goal of the task is to design an audio scene classification system for device-imbalanced datasets under the constraints of model…

声音 · 计算机科学 2022-10-26 Byeonggeun Kim , Seunghan Yang , Jangho Kim , Simyung Chang

Machine unlearning is becoming essential for building trustworthy and compliant language models. Yet unlearning success varies considerably across individual samples: some are reliably erased, while others persist despite the same…

机器学习 · 计算机科学 2026-01-15 Jiali Cheng , Ziheng Chen , Chirag Agarwal , Hadi Amiri

We describe our two-stage system for the Multilingual Information Access (MIA) 2022 Shared Task on Cross-Lingual Open-Retrieval Question Answering. The first stage consists of multilingual passage retrieval with a hybrid dense and sparse…

计算与语言 · 计算机科学 2022-07-19 Zhucheng Tu , Sarguna Janani Padmanabhan

Quranic Question Answering presents unique challenges due to the linguistic complexity of Classical Arabic and the semantic richness of religious texts. In this paper, we propose a novel two-stage framework that addresses both passage…

计算与语言 · 计算机科学 2025-09-05 Mohamed Basem , Islam Oshallah , Ali Hamdi , Khaled Shaban , Hozaifa Kassab

The Visual Domain Adaptation (VisDA) 2021 Challenge calls for unsupervised domain adaptation (UDA) methods that can deal with both input distribution shift and label set variance between the source and target domains. In this report, we…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Haojin Liao , Xiaolin Song , Sicheng Zhao , Shanghang Zhang , Xiangyu Yue , Xingxu Yao , Yueming Zhang , Tengfei Xing , Pengfei Xu , Qiang Wang

This article summarizes the contribution of team genEVA to the EVA (2023) Conference Data Challenge. The challenge comprises four individual tasks, with two focused on univariate extremes and two related to multivariate extremes. In the…

统计方法学 · 统计学 2024-11-14 Gloria Buriticá , Manuel Hentschel , Olivier C. Pasche , Frank Röttger , Zhongwei Zhang

We investigate composed image retrieval with text feedback. Users gradually look for the target of interest by moving from coarse to fine-grained feedback. However, existing methods merely focus on the latter, i.e., fine-grained search, by…

计算机视觉与模式识别 · 计算机科学 2024-01-31 Yiyang Chen , Zhedong Zheng , Wei Ji , Leigang Qu , Tat-Seng Chua

Among the hardest tasks for humans are those found in competitive programming where problems require sophisticated algorithmic thinking, puzzle solving, and the creation of effective code. As a domain to assess language models (LMs), it has…

计算与语言 · 计算机科学 2025-09-03 Md Tanzib Hosain , Md Kishor Morol

In Retrieval-Augmented Generation (RAG), retrieval is not always helpful and applying it to every instruction is sub-optimal. Therefore, determining whether to retrieve is crucial for RAG, which is usually referred to as Active Retrieval.…

计算与语言 · 计算机科学 2024-10-04 Qinyuan Cheng , Xiaonan Li , Shimin Li , Qin Zhu , Zhangyue Yin , Yunfan Shao , Linyang Li , Tianxiang Sun , Hang Yan , Xipeng Qiu

E-commerce information retrieval (IR) systems struggle to simultaneously achieve high accuracy in interpreting complex user queries and maintain efficient processing of vast product catalogs. The dual challenge lies in precisely matching…

信息检索 · 计算机科学 2025-06-25 Shenbin Qian , Diptesh Kanojia , Samarth Agrawal , Hadeel Saadany , Swapnil Bhosale , Constantin Orasan , Zhe Wu

Learning from imperfect data becomes an issue in many industrial applications after the research community has made profound progress in supervised learning from perfectly annotated datasets. The purpose of the Learning from Imperfect Data…

This report describes the UNISOUND submission for Track1 and Track2 of VoxCeleb Speaker Recognition Challenge 2023 (VoxSRC 2023). We submit the same system on Track 1 and Track 2, which is trained with only VoxCeleb2-dev. Large-scale ResNet…

音频与语音处理 · 电气工程与系统科学 2023-08-25 Yu Zheng , Yajun Zhang , Chuanying Niu , Yibin Zhan , Yanhua Long , Dongxing Xu

Current state-of-the-art approaches to cross-modal retrieval process text and visual input jointly, relying on Transformer-based architectures with cross-attention mechanisms that attend over all words and objects in an image. While…

计算机视觉与模式识别 · 计算机科学 2022-02-22 Gregor Geigle , Jonas Pfeiffer , Nils Reimers , Ivan Vulić , Iryna Gurevych

Multimodal learning seeks to utilize data from multiple sources to improve the overall performance of downstream tasks. It is desirable for redundancies in the data to make multimodal systems robust to missing or corrupted observations in…

计算机视觉与模式识别 · 计算机科学 2024-10-14 Md Kaykobad Reza , Ashley Prater-Bennette , M. Salman Asif

We present the results of the Workshop on Multilingual Information Access (MIA) 2022 Shared Task, evaluating cross-lingual open-retrieval question answering (QA) systems in 16 typologically diverse languages. In this task, we adapted two…

计算与语言 · 计算机科学 2022-07-05 Akari Asai , Shayne Longpre , Jungo Kasai , Chia-Hsuan Lee , Rui Zhang , Junjie Hu , Ikuya Yamada , Jonathan H. Clark , Eunsol Choi

This report describes our participation in the cDiscount 2015 challenge where the goal was to classify product items in a predefined taxonomy of products. Our best submission yielded an accuracy score of 64.20\% in the private part of the…

机器学习 · 计算机科学 2016-06-10 Ioannis Partalas , Georgios Balikas