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The utilization of multi-modal sensor data in visual place recognition (VPR) has demonstrated enhanced performance compared to single-modal counterparts. Nonetheless, integrating additional sensors comes with elevated costs and may not be…

计算机视觉与模式识别 · 计算机科学 2023-12-19 Sijie Wang , Rui She , Qiyu Kang , Xingchao Jian , Kai Zhao , Yang Song , Wee Peng Tay

With the rapid development of pre-training technologies, adapting large-scale Vision-Language Models (VLMs) for video understanding \emph{\ie} image-to-video transfer learning has become a dominant paradigm. To achieve superior performance,…

计算机视觉与模式识别 · 计算机科学 2026-05-28 Rui Lin , Chuanming Wang , Huadong Ma

Visual place recognition (VPR) plays a pivotal role in autonomous exploration and navigation of mobile robots within complex outdoor environments. While cost-effective and easily deployed, camera sensors are sensitive to lighting and…

计算机视觉与模式识别 · 计算机科学 2025-01-14 Yehui Shen , Mingmin Liu , Huimin Lu , Xieyuanli Chen

Visual place recognition (VPR) remains challenging due to significant viewpoint changes and appearance variations. Mainstream works tackle these challenges by developing various feature aggregation methods to transform deep features into…

计算机视觉与模式识别 · 计算机科学 2024-07-10 Teng Wang , Lingquan Meng , Lei Cheng , Changyin Sun

While Large Language Models (LLMs) excel at reasoning on text and Vision-Language Models (VLMs) are highly effective for visual perception, applying those models for visual instruction-based planning remains a widely open problem. In this…

Vision-language models are integral to computer vision research, yet many high-performing models remain closed-source, obscuring their data, design and training recipe. The research community has responded by using distillation from…

Context: Software development is a complex socio-technical process requiring a deep understanding of various aspects. In order to support practitioners in understanding such a complex activity, repository process metrics, like number of…

计算机与社会 · 计算机科学 2024-12-23 Dario Di Dario , Stefano Lambiase , Fabio Palomba , Carmine Gravino

Event stream-based Visual Place Recognition (VPR) is an emerging research direction that offers a compelling solution to the instability of conventional visible-light cameras under challenging conditions such as low illumination,…

计算机视觉与模式识别 · 计算机科学 2026-02-16 Xiao Wang , Xingxing Xiong , Jinfeng Gao , Xufeng Lou , Bo Jiang , Si-bao Chen , Yaowei Wang , Yonghong Tian

Audio-visual representation learning is crucial for advancing multimodal speech processing tasks, such as lipreading and audio-visual speech recognition. Recently, speech foundation models (SFMs) have shown remarkable generalization…

音频与语音处理 · 电气工程与系统科学 2025-02-11 Jing-Xuan Zhang , Genshun Wan , Jianqing Gao , Zhen-Hua Ling

Visualization plays a relevant role for discovering patterns in big sets of data. In fact, the most common way to help a human with a pattern interpretation is through a graphic. In 2D/3D virtual environments for procedural training the…

Prompt learning has achieved great success in efficiently exploiting large-scale pre-trained models in natural language processing (NLP). It reformulates the downstream tasks as the generative pre-training ones to achieve consistency, thus…

计算机视觉与模式识别 · 计算机科学 2023-12-18 Ning Liao , Bowen Shi , Xiaopeng Zhang , Min Cao , Junchi Yan , Qi Tian

The landscape of educational practices for teaching and learning languages has been predominantly centered around outcome-driven approaches. The recent accessibility of large language models has thoroughly disrupted these approaches. As we…

计算机与社会 · 计算机科学 2023-04-28 Badri Adhikari

We present a transparent, reproducible measurement of research trends across 26,104 accepted papers from CVPR, ICLR, and NeurIPS spanning 2023-2025. Titles and abstracts are normalized, phrase-protected, and matched against a hand-crafted…

计算机视觉与模式识别 · 计算机科学 2025-10-13 Fengming Lin

Visual Place Recognition (VPR) is the task of matching current visual imagery from a camera to images stored in a reference map of the environment. While initial VPR systems used simple direct image methods or hand-crafted visual features,…

计算机视觉与模式识别 · 计算机科学 2021-02-25 Sourav Garg , Michael Milford

Representation learning is a key element of state-of-the-art deep learning approaches. It enables to transform raw data into structured vector space embeddings. Such embeddings are able to capture the distributional semantics of their…

计算与语言 · 计算机科学 2019-10-22 Achim Rettinger , Viktoria Bogdanova , Philipp Niemann

As the shortage of skilled workers continues to be a pressing issue, exacerbated by demographic change, it is becoming a critical challenge for organizations to preserve the knowledge of retiring experts and to pass it on to novices. While…

人机交互 · 计算机科学 2023-05-16 Philipp Spitzer , Niklas Kühl , Daniel Heinz , Gerhard Satzger

Visually Rich Documents (VRDs) play a vital role in domains such as academia, finance, healthcare, and marketing, as they convey information through a combination of text, layout, and visual elements. Traditional approaches to extracting…

计算与语言 · 计算机科学 2025-06-23 Yihao Ding , Soyeon Caren Han , Jean Lee , Eduard Hovy

Visual reasoning (VR), which is crucial in many fields for enabling human-like visual understanding, remains highly challenging. Recently, compositional visual reasoning approaches, which leverage the reasoning abilities of large language…

计算机视觉与模式识别 · 计算机科学 2026-02-04 Fucai Ke , Vijay Kumar B G , Xingjian Leng , Zhixi Cai , Zaid Khan , Weiqing Wang , Pari Delir Haghighi , Hamid Rezatofighi , Manmohan Chandraker

A systematic literature review (SLR) is a methodology used to find and aggregate all relevant existing evidence about a specific research question of interest. Important decisions need to be made at several points in the review process,…

软件工程 · 计算机科学 2020-12-22 Katia R. Felizardo , Stephen G. MacDonell , Emília Mendes , José Carlos Maldonado

Knowledge-based visual question answering (KB-VQA) requires visual language models (VLMs) to integrate visual understanding with external knowledge retrieval. Although retrieval-augmented generation (RAG) achieves significant advances in…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Yuyang Hong , Jiaqi Gu , Qi Yang , Lubin Fan , Yue Wu , Ying Wang , Kun Ding , Shiming Xiang , Jieping Ye
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