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LiDAR-inertial odometry (LIO), which fuses complementary information of a LiDAR and an Inertial Measurement Unit (IMU), is an attractive solution for state estimation. In LIO, both pose and velocity are regarded as state variables that need…

机器人学 · 计算机科学 2023-12-29 Zikang Yuan , Fengtian Lang , Tianle Xu , Xin Yang

LiDAR-based 3D object detection has recently seen significant advancements through active learning (AL), attaining satisfactory performance by training on a small fraction of strategically selected point clouds. However, in real-world…

计算机视觉与模式识别 · 计算机科学 2024-09-24 Zhuoxiao Chen , Yadan Luo , Zixin Wang , Zijian Wang , Xin Yu , Zi Huang

Given an input image, and nothing else, our method returns the bounding boxes of objects in the image and phrases that describe the objects. This is achieved within an open world paradigm, in which the objects in the input image may not…

计算机视觉与模式识别 · 计算机科学 2022-06-28 Tal Shaharabany , Yoad Tewel , Lior Wolf

3D action recognition has broad applications in human-computer interaction and intelligent surveillance. However, recognizing similar actions remains challenging since previous literature fails to capture motion and shape cues effectively…

计算机视觉与模式识别 · 计算机科学 2017-12-08 Mengyuan Liu , Hong Liu , Chen Chen

We illustrate the utility of the recently developed loop calculus for improving the Belief Propagation (BP) algorithm. If the algorithm that minimizes the Bethe free energy fails we modify the free energy by accounting for a critical loop…

信息论 · 计算机科学 2007-07-13 Michael Chertkov , Vladimir Y. Chernyak

Loop closure detection is an essential and challenging problem in simultaneous localization and mapping (SLAM). It is often tackled with light detection and ranging (LiDAR) sensor due to its view-point and illumination invariant properties.…

机器人学 · 计算机科学 2020-10-13 Han Wang , Chen Wang , Lihua Xie

In this paper we study a brand new topic of interactive image captioning with human in the loop. Different from automated image captioning where a given test image is the sole input in the inference stage, we have access to both the test…

人机交互 · 计算机科学 2020-02-25 Zhengxiong Jia , Xirong Li

To interpret deep models' predictions, attention-based visual cues are widely used in addressing \textit{why} deep models make such predictions. Beyond that, the current research community becomes more interested in reasoning \textit{how}…

计算机视觉与模式识别 · 计算机科学 2022-05-27 Wenxiao Xiao , Zhengming Ding , Hongfu Liu

With the rapid development of detectors, Bounding Box Regression (BBR) loss function has constantly updated and optimized. However, the existing IoU-based BBR still focus on accelerating convergence by adding new loss terms, ignoring the…

计算机视觉与模式识别 · 计算机科学 2024-01-15 Hao Zhang , Cong Xu , Shuaijie Zhang

A key component of graph-based SLAM systems is the ability to detect loop closures in a trajectory to reduce the drift accumulated over time from the odometry. Most LiDAR-based methods achieve this goal by using only the geometric…

机器人学 · 计算机科学 2023-03-29 José Arce , Niclas Vödisch , Daniele Cattaneo , Wolfram Burgard , Abhinav Valada

This paper presents a new vision Transformer, named Iwin Transformer, which is specifically designed for human-object interaction (HOI) detection, a detailed scene understanding task involving a sequential process of human/object detection…

计算机视觉与模式识别 · 计算机科学 2022-10-21 Danyang Tu , Xiongkuo Min , Huiyu Duan , Guodong Guo , Guangtao Zhai , Wei Shen

The objective of this work is to reconstruct an original image from Bag-of-Visual-Words (BoVW). Image reconstruction from features can be a means of identifying the characteristics of features. Additionally, it enables us to generate novel…

计算机视觉与模式识别 · 计算机科学 2015-05-21 Hiroharu Kato , Tatsuya Harada

Where am I? This is one of the most critical questions that any intelligent system should answer to decide whether it navigates to a previously visited area. This problem has long been acknowledged for its challenging nature in simultaneous…

机器人学 · 计算机科学 2022-11-10 Konstantinos A. Tsintotas , Loukas Bampis , Antonios Gasteratos

The field of Numismatics provides the names and descriptions of the symbols minted on the ancient coins. Classification of the ancient coins aims at assigning a given coin to its issuer. Various issuers used various symbols for their coins.…

计算机视觉与模式识别 · 计算机科学 2013-04-24 Hafeez Anwar , Sebastian Zambanini , Martin Kampel

Understanding and reconstructing occluded objects is a challenging problem, especially in open-world scenarios where categories and contexts are diverse and unpredictable. Traditional methods, however, are typically restricted to closed…

计算机视觉与模式识别 · 计算机科学 2024-11-21 Jiayang Ao , Yanbei Jiang , Qiuhong Ke , Krista A. Ehinger

Current state-of-the-art nonparametric Bayesian text clustering methods model documents through multinomial distribution on bags of words. Although these methods can effectively utilize the word burstiness representation of documents and…

机器学习 · 计算机科学 2018-12-03 Tiehang Duan , Qi Lou , Sargur N. Srihari , Xiaohui Xie

We propose an image-adaptive object detection method for adverse weather conditions such as fog and low-light. Our framework employs differentiable preprocessing filters to perform image enhancement suitable for later-stage object…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Yuka Ogino , Yuho Shoji , Takahiro Toizumi , Atsushi Ito

Baggage inspection systems using X-ray screening are crucial for security. Only 90% of threat objects are recognized from the X-ray system based in human inspection. Manual detection requires high concentration due to the images complexity…

图像与视频处理 · 电气工程与系统科学 2019-03-06 David Castro Piñol , Enrique Juan Marañón Reyes

Open-vocabulary human-object interaction (HOI) detection, which is concerned with the problem of detecting novel HOIs guided by natural language, is crucial for understanding human-centric scenes. However, prior zero-shot HOI detectors…

计算机视觉与模式识别 · 计算机科学 2024-04-11 Ting Lei , Shaofeng Yin , Yang Liu

Vision models with high overall accuracy often exhibit systematic errors in specific scenarios, posing potential serious safety concerns. Diagnosing bugs of vision models is gaining increased attention, however traditional diagnostic…

人工智能 · 计算机科学 2024-03-05 Chaoquan Jiang , Jinqiang Wang , Rui Hu , Jitao Sang