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For users, recommendations can sometimes seem odd or counterintuitive. Visualizing recommendations can remove some of this mystery, showing how a recommendation is grouped with other choices. A drawing can also lead a user's eye to other…

信息检索 · 计算机科学 2009-06-30 Emden Gansner , Yifan Hu , Stephen Kobourov , Chris Volinsky

Vision language models (VLMs) are expected to perform effective multimodal reasoning and make logically coherent decisions, which is critical to tasks such as diagram understanding and spatial problem solving. However, current VLM reasoning…

计算机视觉与模式识别 · 计算机科学 2025-06-02 Yichen Feng , Zhangchen Xu , Fengqing Jiang , Yuetai Li , Bhaskar Ramasubramanian , Luyao Niu , Bill Yuchen Lin , Radha Poovendran

Recently, multimodal large language models (MLLMs) have attracted increasing research attention due to their powerful visual understanding capabilities. While they have achieved impressive results on various vision tasks, their performance…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Chengzhi Xu , Yuyang Wang , Lai Wei , Lichao Sun , Weiran Huang

Vision-Language Models (VLMs) in remote sensing often fail at complex analytical tasks, a limitation stemming from their end-to-end training paradigm that bypasses crucial reasoning steps and leads to unverifiable outputs. To address this…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Jiaqi Liu , Lang Sun , Ronghao Fu , Bo Yang

Image deblurring is a challenging problem in imaging due to its highly ill-posed nature. Deep learning models have shown great success in tackling this problem but the quest for the best image quality has brought their computational…

图像与视频处理 · 电气工程与系统科学 2026-01-08 Ziyao Yi , Diego Valsesia , Tiziano Bianchi , Enrico Magli

Topology reasoning aims to provide a precise understanding of road scenes, enabling autonomous systems to identify safe and efficient routes. In this paper, we present RoadPainter, an innovative approach for detecting and reasoning the…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Zhongxing Ma , Shuang Liang , Yongkun Wen , Weixin Lu , Guowei Wan

Cross-view UAV geolocalization is fundamentally a challenging large-scale image retrieval task, aiming to determine the geographic coordinates of Unmanned Aerial Vehicle (UAV) queries by matching them against an extensive geo-tagged…

计算机视觉与模式识别 · 计算机科学 2026-05-18 Bowen Liu , Pengyue Jia , Wanyu Wang , Derong Xu , Jiawei Cheng , Jiancheng Dong , Xiao Han , Zimo Zhao , Chao Zhang , Bowen Yu , Fangyu Hong , Xiangyu Zhao

Recently, several clustering algorithms have been used to solve variety of problems from different discipline. This dissertation aims to address different challenging tasks in computer vision and pattern recognition by casting the problems…

计算机视觉与模式识别 · 计算机科学 2018-02-08 Yonatan Tariku Tesfaye

We propose a framework for active mapping and exploration that leverages Gaussian splatting for constructing dense maps. Further, we develop a GPU-accelerated motion planning algorithm that can exploit the Gaussian map for real-time…

机器人学 · 计算机科学 2025-10-07 Yuezhan Tao , Dexter Ong , Varun Murali , Igor Spasojevic , Pratik Chaudhari , Vijay Kumar

Autonomous scene exposure and exploration, especially in localization or communication-denied areas, useful for finding targets in unknown scenes, remains a challenging problem in computer navigation. In this work, we present a novel method…

计算机视觉与模式识别 · 计算机科学 2022-06-14 Tom Avrech , Evgenii Zheltonozhskii , Chaim Baskin , Ehud Rivlin

This work presents some characteristics of MoNet, a digital platform for the modeling and visualization of complex systems. Emphasis is on the ideas that allowed the successful progressive development of this modeling platform, which goes…

软件工程 · 计算机科学 2020-09-01 Gerardo L. Febres

Line charts are commonly used to visualize a series of data values. When the data are noisy, smoothing is applied to make the signal more apparent. Conventional methods used to smooth line charts, e.g., using subsampling or filters, such as…

人机交互 · 计算机科学 2020-04-07 Paul Rosen , Ashley Suh , Christopher Salgado , Mustafa Hajij

Cross-view geo-localization aims at establishing location correspondences between different viewpoints. Existing approaches typically learn cross-view correlations through direct feature similarity matching, often overlooking semantic…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Hongyang Zhang , Yinhao Liu , Zhenyu Kuang

Graphic designs are an effective medium for visual communication. They range from greeting cards to corporate flyers and beyond. Off-late, machine learning techniques are able to generate such designs, which accelerates the rate of content…

计算机视觉与模式识别 · 计算机科学 2024-11-25 Sahil Goyal , Abhinav Mahajan , Swasti Mishra , Prateksha Udhayanan , Tripti Shukla , K J Joseph , Balaji Vasan Srinivasan

Cross-view geo-localization is to spot images of the same geographic target from different platforms, e.g., drone-view cameras and satellites. It is challenging in the large visual appearance changes caused by extreme viewpoint variations.…

计算机视觉与模式识别 · 计算机科学 2021-06-08 Tingyu Wang , Zhedong Zheng , Chenggang Yan , Jiyong Zhang , Yaoqi Sun , Bolun Zheng , Yi Yang

Design space exploration for future distributed Machine Learning systems suffers from a lack of readily available workload representation that enables flexible exploration across the stack. We present Flint, a framework that bridges this…

分布式、并行与集群计算 · 计算机科学 2026-04-21 Jinsun Yoo , Meghan Cowan , Zheng Du , Changhai Man , Srinivas Sridharan , Tushar Krishna

Hypergraphs, increasingly utilised for modelling complex and diverse relationships in modern networks, gain much attention representing intricate higher-order interactions. Among various challenges, cohesive subgraph discovery is one of the…

社会与信息网络 · 计算机科学 2025-12-30 Song Kim , Dahee Kim , Taejoon Han , Junghoon Kim , Hyun Ji Jeong , Jungeun Kim

This study addresses the vital issue of real-time flood detection and management. It innovatively combines advanced deep learning models with Large language models (LLM), enhancing flood monitoring and response capabilities. This approach…

计算机视觉与模式识别 · 计算机科学 2024-01-30 Pranath Reddy Kumbam , Kshitij Maruti Vejre

Visual target navigation is a critical capability for autonomous robots operating in unknown environments, particularly in human-robot interaction scenarios. While classical and learning-based methods have shown promise, most existing…

机器人学 · 计算机科学 2025-05-07 Bangguo Yu , Qihao Yuan , Kailai Li , Hamidreza Kasaei , Ming Cao

Maps are a key component in image-based camera localization and visual SLAM systems: they are used to establish geometric constraints between images, correct drift in relative pose estimation, and relocalize cameras after lost tracking. The…

计算机视觉与模式识别 · 计算机科学 2018-04-03 Samarth Brahmbhatt , Jinwei Gu , Kihwan Kim , James Hays , Jan Kautz