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Humans can robustly follow a visual trajectory defined by a sequence of images (i.e. a video) regardless of substantial changes in the environment or the presence of obstacles. We aim at endowing similar visual navigation capabilities to…

We propose Drift-Resistant Navigation World Model, a generative model that mitigates both perceptual drift and geometric drift in conventional rollout-based navigation world models. Existing methods recursively feed generated content into…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Po-Chien Luan , Zimin Xia , Wuyang Li , Yang Gao , Alexandre Alahi

Despite recent progress improving the efficiency and quality of motion planning, planning collision-free and dynamically-feasible trajectories in partially-mapped environments remains challenging, since constantly replanning as unseen…

机器人学 · 计算机科学 2023-06-16 Abhish Khanal , Hoang-Dung Bui , Gregory J. Stein , Erion Plaku

We present an algorithm which combines recent advances in model based path integral control with machine learning approaches to learning forward dynamics models. We take advantage of the parallel computing power of a GPU to quickly take a…

机器人学 · 计算机科学 2015-03-03 Grady Williams , Eric Rombokas , Tom Daniel

This work studies the challenging problem of acquiring high-quality underwater images via 4-D light field (LF) imaging. To this end, we propose GeoDiff-LF, a novel diffusion-based framework built upon SD-Turbo to enhance underwater 4-D LF…

计算机视觉与模式识别 · 计算机科学 2026-01-30 Yuji Lin , Qian Zhao , Zongsheng Yue , Junhui Hou , Deyu Meng

Visual navigation models often struggle in real-world dynamic environments due to limited robustness to the sim-to-real gap and the difficulty of training policies tailored to target deployment environments (e.g., households, restaurants,…

机器人学 · 计算机科学 2026-02-17 Seungyeon Yoo , Youngseok Jang , Dabin Kim , Youngsoo Han , Seungwoo Jung , H. Jin Kim

We present a novel approach for image-goal navigation, where an agent navigates with a goal image rather than accurate target information, which is more challenging. Our goal is to decouple the learning of navigation goal planning,…

机器人学 · 计算机科学 2022-02-23 Qiaoyun Wu , Jun Wang , Jing Liang , Xiaoxi Gong , Dinesh Manocha

We introduce LOG-Nav, an efficient layout-aware object-goal navigation approach designed for complex multi-room indoor environments. By planning hierarchically leveraging a global topologigal map with layout information and local imperative…

机器人学 · 计算机科学 2025-12-09 Jiawei Hou , Yuting Xiao , Xiangyang Xue , Taiping Zeng

We address the problem of multi-modal object tracking in video and explore various options of fusing the complementary information conveyed by the visible (RGB) and thermal infrared (TIR) modalities including pixel-level, feature-level and…

计算机视觉与模式识别 · 计算机科学 2022-01-24 Zhangyong Tang , Tianyang Xu , Hui Li , Xiao-Jun Wu , Xuefeng Zhu , Josef Kittler

As the burgeoning power requirements of sophisticated neural architectures escalate, the information retrieval community has recognized ecological sustainability as a pivotal priority that necessitates a fundamental paradigm shift in model…

信息检索 · 计算机科学 2026-04-22 Rong Fu , Jia Yee Tan , Chunlei Meng , Shuo Yin , Xiaowen Ma , Wangyu Wu , Muge Qi , Guangzhen Yao , Zhaolu Kang , Zeli Su , Simon Fong

Visual navigation is an essential skill for home-assistance robots, providing the object-searching ability to accomplish long-horizon daily tasks. Many recent approaches use Large Language Models (LLMs) for commonsense inference to improve…

机器人学 · 计算机科学 2024-10-15 Xinxin Zhao , Wenzhe Cai , Likun Tang , Teng Wang

Macro placement is a pivotal stage in VLSI physical design, fundamentally determining the overall chip performance. Recent data-driven placement methods have demonstrated significant potential, yet they often struggle to handle sequential…

机器学习 · 计算机科学 2026-05-19 Jongho Yoon , Jinsung Jeon , Seokhyeong Kang

Since a building's floorplans are easily accessible, consistent over time, and inherently robust to changes in visual appearance, self-localization within the floorplan has attracted researchers' interest. However, since floorplans are…

计算机视觉与模式识别 · 计算机科学 2025-07-28 Bolei Chen , Jiaxu Kang , Haonan Yang , Ping Zhong , Jianxin Wang

Colonoscopy video generation delivers dynamic, information-rich data critical for diagnosing intestinal diseases, particularly in data-scarce scenarios. High-quality video generation demands temporal consistency and precise control over…

计算机视觉与模式识别 · 计算机科学 2026-02-27 Junhu Fu , Shuyu Liang , Wutong Li , Chen Ma , Peng Huang , Kehao Wang , Ke Chen , Shengli Lin , Pinghong Zhou , Zeju Li , Yuanyuan Wang , Yi Guo

Inspired by research in psychology, we introduce a behavioral approach for visual navigation using topological maps. Our goal is to enable a robot to navigate from one location to another, relying only on its visual input and the…

计算机视觉与模式识别 · 计算机科学 2019-03-04 Kevin Chen , Juan Pablo de Vicente , Gabriel Sepulveda , Fei Xia , Alvaro Soto , Marynel Vazquez , Silvio Savarese

This paper presents a novel algorithm that utilizes a 2D floorplan to align panorama RGBD scans. While effective panorama RGBD alignment techniques exist, such a system requires extremely dense RGBD image sampling. Our approach can…

计算机视觉与模式识别 · 计算机科学 2019-05-21 Erik Wijmans , Yasutaka Furukawa

We present a novel multi-view implicit surface reconstruction technique, termed StreetSurf, that is readily applicable to street view images in widely-used autonomous driving datasets, such as Waymo-perception sequences, without necessarily…

计算机视觉与模式识别 · 计算机科学 2023-06-09 Jianfei Guo , Nianchen Deng , Xinyang Li , Yeqi Bai , Botian Shi , Chiyu Wang , Chenjing Ding , Dongliang Wang , Yikang Li

Real-time navigation in dense human environments is a challenging problem in robotics. Most existing path planners fail to account for the dynamics of pedestrians because introducing time as an additional dimension in search space is…

机器人学 · 计算机科学 2019-03-04 Chao Cao , Pete Trautman , Soshi Iba

In this paper, we introduce FMapping, an efficient neural field mapping framework that facilitates the continuous estimation of a colorized point cloud map in real-time dense RGB SLAM. To achieve this challenging goal without depth, a…

计算机视觉与模式识别 · 计算机科学 2023-06-02 Tongyan Hua , Haotian Bai , Zidong Cao , Lin Wang

Polarization-aware Neural Radiance Fields (NeRF) enable novel view synthesis of specular-reflection scenes but face challenges in slow training, inefficient rendering, and strong dependencies on material/viewpoint assumptions. However, 3D…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Derui Shan , Qian Qiao , Hao Lu , Tao Du , Peng Lu