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This paper presents a review of the 2018 WIDER Challenge on Face and Pedestrian. The challenge focuses on the problem of precise localization of human faces and bodies, and accurate association of identities. It comprises of three tracks:…

We organized a competition on Autonomous Lifelong Machine Learning with Drift that was part of the competition program of NeurIPS 2018. This data driven competition asked participants to develop computer programs capable of solving…

Machine Learning · Computer Science 2019-03-15 Hugo Jair Escalante , Wei-Wei Tu , Isabelle Guyon , Daniel L. Silver , Evelyne Viegas , Yuqiang Chen , Wenyuan Dai , Qiang Yang

This paper introduces the 3rd place solution to the ICCV LargeFineFoodAI Retrieval Competition on Kaggle. Four basic models are independently trained with the weighted sum of ArcFace and Circle loss, then TTA and Ensemble are successively…

Computer Vision and Pattern Recognition · Computer Science 2025-11-03 Yang Zhong , Zhiming Wang , Zhaoyang Li , Jinyu Ma , Xiang Li

Machine learned models exhibit bias, often because the datasets used to train them are biased. This presents a serious problem for the deployment of such technology, as the resulting models might perform poorly on populations that are…

Machine Learning · Computer Science 2018-10-02 Daniel McDuff , Roger Cheng , Ashish Kapoor

This paper presents an automated system for human face recognition in a real time background world for a large homemade dataset of persons face. The task is very difficult as the real time background subtraction in an image is still a…

Computer Vision and Pattern Recognition · Computer Science 2011-08-08 K. Susheel Kumar , Vijay Bhaskar Semwal , R C Tripathi

We propose a neural network-based solution for three different tracks of 2nd International Illumination Estimation Challenge (chromaticity.iitp.ru). Our method is built on pre-trained Squeeze-Net backbone, differential 2D chroma histogram…

Computer Vision and Pattern Recognition · Computer Science 2020-10-13 Yanlin Qian , Sibo Feng , Kang Qian , Miaofeng Wang

Over the past years, advances in artificial intelligence (AI) have demonstrated how AI can solve many perception and generation tasks, such as image classification and text writing, yet reasoning remains a challenge. This paper introduces…

Computer Vision and Pattern Recognition · Computer Science 2025-04-17 Andreas Plesner , Turlan Kuzhagaliyev , Roger Wattenhofer

This paper provides a review of the NTIRE 2025 challenge on real-world face restoration, highlighting the proposed solutions and the resulting outcomes. The challenge focuses on generating natural, realistic outputs while maintaining…

Blur in facial images significantly impedes the efficiency of recognition approaches. However, most existing blind deconvolution methods cannot generate satisfactory results due to their dependence on strong edges, which are sufficient in…

Computer Vision and Pattern Recognition · Computer Science 2019-04-19 Dayong Tian , Dacheng Tao

This paper presents the 6th place solution to the Google Universal Image Embedding competition on Kaggle. Our approach is based on the CLIP architecture, a powerful pre-trained model used to learn visual representation from natural language…

Computer Vision and Pattern Recognition · Computer Science 2022-10-19 S. Gkelios , A. Kastellos , S. Chatzichristofis

In this thesis, we study two problems based on clustering algorithms. In the first problem, we study the role of visual attributes using an agglomerative clustering algorithm to whittle down the search area where the number of classes is…

Computer Vision and Pattern Recognition · Computer Science 2023-01-23 Atul Dhingra

Human gaze provides valuable information on human focus and intentions, making it a crucial area of research. Recently, deep learning has revolutionized appearance-based gaze estimation. However, due to the unique features of gaze…

Computer Vision and Pattern Recognition · Computer Science 2024-04-25 Yihua Cheng , Haofei Wang , Yiwei Bao , Feng Lu

The security of artificial intelligence (AI) is an important research area towards safe, reliable, and trustworthy AI systems. To accelerate the research on AI security, the Artificial Intelligence Security Competition (AISC) was organized…

Facial emotion recognition is the task to classify human emotions in face images. It is a difficult task due to high aleatoric uncertainty and visual ambiguity. A large part of the literature aims to show progress by increasing accuracy on…

Computer Vision and Pattern Recognition · Computer Science 2020-08-18 Maryam Matin , Matias Valdenegro-Toro

This work presents our solutions to the Algonauts Project 2023 Challenge. The primary objective of the challenge revolves around employing computational models to anticipate brain responses captured during participants' observation of…

Computer Vision and Pattern Recognition · Computer Science 2023-08-02 Xuan-Bac Nguyen , Xudong Liu , Xin Li , Khoa Luu

The rising use of Artificial Intelligence (AI) in human detection on Edge camera systems has led to accurate but complex models, challenging to interpret and debug. Our research presents a diagnostic method using Explainable AI (XAI) for…

Computer Vision and Pattern Recognition · Computer Science 2024-01-19 Truong Thanh Hung Nguyen , Vo Thanh Khang Nguyen , Quoc Hung Cao , Van Binh Truong , Quoc Khanh Nguyen , Hung Cao

In this paper, we address the problem of apparent age estimation. Different from estimating the real age of individuals, in which each face image has a single age label, in this problem, face images have multiple age labels, corresponding…

Computer Vision and Pattern Recognition · Computer Science 2016-06-10 Refik Can Malli , Mehmet Aygun , Hazim Kemal Ekenel

This paper describes the winning solutions of all tasks in Meta KDD Cup 24 from db3 team. The challenge is to build a RAG system from web sources and knowledge graphs. We are given multiple sources for each query to help us answer the…

Information Retrieval · Computer Science 2024-10-02 Yikuan Xia , Jiazun Chen , Jun Gao

As the number and variety of smart devices increase, users may use myriad devices in their daily lives and the online activities become highly fragmented. Building an accurate user identity becomes a difficult and important problem for…

Social and Information Networks · Computer Science 2016-10-14 Jianxun Lian , Xing Xie

Much recent research has uncovered and discussed serious concerns of bias in facial analysis technologies, finding performance disparities between groups of people based on perceived gender, skin type, lighting condition, etc. These audits…

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