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Machine learning techniques face numerous challenges to achieve optimal performance. These include computational constraints, the limitations of single-view learning algorithms and the complexity of processing large datasets from different…

Machine Learning · Computer Science 2025-12-08 Abdelmalik Moujahid , Fadi Dornaika

We present the 2017 WebVision Challenge, a public image recognition challenge designed for deep learning based on web images without instance-level human annotation. Following the spirit of previous vision challenges, such as ILSVRC,…

Computer Vision and Pattern Recognition · Computer Science 2017-05-17 Wen Li , Limin Wang , Wei Li , Eirikur Agustsson , Jesse Berent , Abhinav Gupta , Rahul Sukthankar , Luc Van Gool

In this paper we address the problem of decision making within a Markov decision process (MDP) framework where risk and modeling errors are taken into account. Our approach is to minimize a risk-sensitive conditional-value-at-risk (CVaR)…

Artificial Intelligence · Computer Science 2015-06-09 Yinlam Chow , Aviv Tamar , Shie Mannor , Marco Pavone

In this paper, we introduce the Multi-Modal Video Reasoning and Analyzing Competition (MMVRAC) workshop in conjunction with ICCV 2021. This competition is composed of four different tracks, namely, video question answering, skeleton-based…

Computer Vision and Pattern Recognition · Computer Science 2021-08-20 Haoran Peng , He Huang , Li Xu , Tianjiao Li , Jun Liu , Hossein Rahmani , Qiuhong Ke , Zhicheng Guo , Cong Wu , Rongchang Li , Mang Ye , Jiahao Wang , Jiaxu Zhang , Yuanzhong Liu , Tao He , Fuwei Zhang , Xianbin Liu , Tao Lin

Accurate channel state information (CSI) is critical to the performance of wireless communication systems, especially with the increasing scale and complexity introduced by 5G and future 6G technologies. While artificial intelligence (AI)…

Information Theory · Computer Science 2025-07-08 Jiajia Guo , Peiwen Jiang , Chao-Kai Wen , Shi Jin , Jun Zhang

Maritime vessels equipped with visible and infrared cameras can complement other conventional sensors for object detection. However, application of computer vision techniques in maritime domain received attention only recently. The maritime…

Computer Vision and Pattern Recognition · Computer Science 2019-11-19 Dilip K. Prasad , Huixu Dong , Deepu Rajan , Chai Quek

The First Perception Test challenge was held as a half-day workshop alongside the IEEE/CVF International Conference on Computer Vision (ICCV) 2023, with the goal of benchmarking state-of-the-art video models on the recently proposed…

Computer Vision and Pattern Recognition · Computer Science 2023-12-21 Joseph Heyward , João Carreira , Dima Damen , Andrew Zisserman , Viorica Pătrăucean

This report summarizes the 6th International Verification of Neural Networks Competition (VNN-COMP 2025), held as a part of the 8th International Symposium on AI Verification (SAIV), that was collocated with the 37th International…

Tasks such as autonomous navigation, 3D reconstruction, and object recognition near the water surfaces are crucial in marine robotics applications. However, challenges arise due to dynamic disturbances, e.g., light reflections and…

Computer Vision and Pattern Recognition · Computer Science 2025-04-16 Jiayi Wu , Xiaomin Lin , Shahriar Negahdaripour , Cornelia Fermüller , Yiannis Aloimonos

This report synthesizes findings from the November 2024 Community Workshop on Practical Reproducibility in HPC, which convened researchers, artifact authors, reviewers, and chairs of reproducibility initiatives to address the critical…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-06 Kate Keahey , Marc Richardson , Rafael Tolosana Calasanz , Sascha Hunold , Jay Lofstead , Tanu Malik , Christian Perez

The VALUE (Video-And-Language Understanding Evaluation) benchmark is newly introduced to evaluate and analyze multi-modal representation learning algorithms on three video-and-language tasks: Retrieval, QA, and Captioning. The main…

Computer Vision and Pattern Recognition · Computer Science 2021-10-14 Minchul Shin , Jonghwan Mun , Kyoung-Woon On , Woo-Young Kang , Gunsoo Han , Eun-Sol Kim

Dealing with incomplete information is a well studied problem in the context of machine learning and computational intelligence. However, in the context of computer vision, the problem has only been studied in specific scenarios (e.g.,…

Computer Vision and Pattern Recognition · Computer Science 2021-06-25 Sergio Escalera , Marti Soler , Stephane Ayache , Umut Guclu , Jun Wan , Meysam Madadi , Xavier Baro , Hugo Jair Escalante , Isabelle Guyon

We propose a half-day workshop at IEEE VIS 2025 on addressing the emerging challenges in data-rich multimodal remote collaboration. We focus on synchronous, remote, and hybrid settings where people take part in tasks such as data analysis,…

Human-Computer Interaction · Computer Science 2025-04-23 Wolfgang Büschel , Gabriela Molina León , Arnaud Prouzeau , Mahmood Jasim , Christophe Hurter , Maxime Cordeil , Matthew Brehmer

[Background] The MVP concept has influenced the way in which development teams apply Software Engineering practices. However, the overall understanding of this influence of MVPs on SE practices is still poor. [Objective] Our goal is to…

Software Engineering · Computer Science 2023-05-16 Silvio Alonso , Marcos Kalinowski , Bruna Ferreira , Simone D. J. Barbosa , Helio Lopes

This volume is a collection of contributions from the 5th Workshop on Machine Learning and Interpretation in Neuroimaging (MLINI) at the Neural Information Processing Systems (NIPS 2015) conference. Modern multivariate statistical methods…

Machine Learning · Statistics 2016-05-17 I. Rish , L. Wehbe , G. Langs , M. Grosse-Wentrup , B. Murphy , G. Cecchi

We present the Capsule Vision 2024 Challenge: Multi-Class Abnormality Classification for Video Capsule Endoscopy. It was virtually organized by the Research Center for Medical Image Analysis and Artificial Intelligence (MIAAI), Department…

Recent advances in the areas of Multimodal Machine Learning and Artificial Intelligence (AI) have led to the development of challenging tasks at the intersection of Computer Vision, Natural Language Processing, and Robotics. Whereas many…

Robotics · Computer Science 2023-04-07 Jonathan Francis , Nariaki Kitamura , Felix Labelle , Xiaopeng Lu , Ingrid Navarro , Jean Oh

The mathematical capabilities of Multi-modal Large Language Models (MLLMs) remain under-explored with three areas to be improved: visual encoding of math diagrams, diagram-language alignment, and chain-of-thought (CoT) reasoning. This draws…

Computer Vision and Pattern Recognition · Computer Science 2024-11-05 Renrui Zhang , Xinyu Wei , Dongzhi Jiang , Ziyu Guo , Shicheng Li , Yichi Zhang , Chengzhuo Tong , Jiaming Liu , Aojun Zhou , Bin Wei , Shanghang Zhang , Peng Gao , Chunyuan Li , Hongsheng Li

On 21-22 November 2019, about 30 researchers gathered in Victoria, BC, Canada, for the workshop "Detection and Classification in Marine Bioacoustics with Deep Learning" organized by MERIDIAN and hosted by Ocean Networks Canada. The workshop…

Audio and Speech Processing · Electrical Eng. & Systems 2020-02-20 Fabio Frazao , Bruno Padovese , Oliver S. Kirsebom