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Recent open-vocabulary 3D scene understanding approaches mainly focus on training 3D networks through contrastive learning with point-text pairs or by distilling 2D features into 3D models via point-pixel alignment. While these methods show…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Xingyilang Yin , Jiale Wang , Xi Yang , Mutian Xu , Xu Gu , Nannan Wang

Recent work on audio-visual navigation assumes a constantly-sounding target and restricts the role of audio to signaling the target's position. We introduce semantic audio-visual navigation, where objects in the environment make sounds…

计算机视觉与模式识别 · 计算机科学 2021-04-08 Changan Chen , Ziad Al-Halah , Kristen Grauman

Modeling 3D objects in domains like Computer Aided Design (CAD) is time-consuming and comes with a steep learning curve needed to master the design process as well as tool complexities. In order to simplify the modeling process, we designed…

人机交互 · 计算机科学 2020-11-19 Markus Friedrich , Stefan Langer , Fabian Frey

Visual grounding aims to identify objects or regions in a scene based on natural language descriptions, essential for spatially aware perception in autonomous driving. However, existing visual grounding tasks typically depend on bounding…

计算机视觉与模式识别 · 计算机科学 2025-09-04 Zhan Shi , Song Wang , Junbo Chen , Jianke Zhu

3D object detection has seen quick progress thanks to advances in deep learning on point clouds. A few recent works have even shown state-of-the-art performance with just point clouds input (e.g. VoteNet). However, point cloud data have…

计算机视觉与模式识别 · 计算机科学 2020-01-30 Charles R. Qi , Xinlei Chen , Or Litany , Leonidas J. Guibas

Open-vocabulary 3D segmentation enables exploration of 3D spaces using free-form text descriptions. Existing methods for open-vocabulary 3D instance segmentation primarily focus on identifying object-level instances but struggle with…

计算机视觉与模式识别 · 计算机科学 2025-01-23 Ayca Takmaz , Alexandros Delitzas , Robert W. Sumner , Francis Engelmann , Johanna Wald , Federico Tombari

3D visual grounding aims to identify and localize objects in a 3D space based on textual descriptions. However, existing methods struggle with disentangling targets from anchors in complex multi-anchor queries and resolving inconsistencies…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Ronggang Huang , Haoxin Yang , Yan Cai , Xuemiao Xu , Huaidong Zhang , Shengfeng He

In multimedia applications such as films and video games, spatial audio techniques are widely employed to enhance user experiences by simulating 3D sound: transforming mono audio into binaural formats. However, this process is often complex…

多媒体 · 计算机科学 2025-02-14 Xiaojing Liu , Ogulcan Gurelli , Yan Wang , Joshua Reiss

3D visual grounding (3DVG) identifies objects in 3D scenes from language descriptions. Existing zero-shot approaches leverage 2D vision-language models (VLMs) by converting 3D spatial information (SI) into forms amenable to VLM processing,…

计算机视觉与模式识别 · 计算机科学 2025-12-11 Yuanyuan Liu , Haiyang Mei , Dongyang Zhan , Jiayue Zhao , Dongsheng Zhou , Bo Dong , Xin Yang

Embodied scene understanding requires not only comprehending visual-spatial information that has been observed but also determining where to explore next in the 3D physical world. Existing 3D Vision-Language (3D-VL) models primarily focus…

计算机视觉与模式识别 · 计算机科学 2025-07-31 Ziyu Zhu , Xilin Wang , Yixuan Li , Zhuofan Zhang , Xiaojian Ma , Yixin Chen , Baoxiong Jia , Wei Liang , Qian Yu , Zhidong Deng , Siyuan Huang , Qing Li

Thanks to its precise spatial referencing, 3D point cloud visual grounding is essential for deep understanding and dynamic interaction in 3D environments, encompassing 3D Referring Expression Comprehension (3DREC) and Segmentation (3DRES).…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Haojia Lin , Yongdong Luo , Xiawu Zheng , Lijiang Li , Fei Chao , Taisong Jin , Donghao Luo , Yan Wang , Liujuan Cao , Rongrong Ji

The 3D visual grounding task has been explored with visual and language streams comprehending referential language to identify target objects in 3D scenes. However, most existing methods devote the visual stream to capturing the 3D visual…

计算机视觉与模式识别 · 计算机科学 2022-11-28 Eslam Mohamed Bakr , Yasmeen Alsaedy , Mohamed Elhoseiny

We propose OVIGo-3DHSG method - Open-Vocabulary Indoor Grounding of objects using 3D Hierarchical Scene Graph. OVIGo-3DHSG represents an extensive indoor environment over a Hierarchical Scene Graph derived from sequences of RGB-D frames…

计算机视觉与模式识别 · 计算机科学 2025-07-17 Sergey Linok , Gleb Naumov

Visual grounding (VG) aims to localize target objects in an image based on natural language descriptions. In this paper, we propose AerialVG, a new task focusing on visual grounding from aerial views. Compared to traditional VG, AerialVG…

计算机视觉与模式识别 · 计算机科学 2025-10-09 Junli Liu , Qizhi Chen , Zhigang Wang , Yiwen Tang , Yiting Zhang , Chi Yan , Dong Wang , Xuelong Li , Bin Zhao

The ability to interpret and comprehend a 3D scene is essential for many vision and robotics systems. In numerous applications, this involves 3D object detection, i.e.~identifying the location and dimensions of objects belonging to a…

计算机视觉与模式识别 · 计算机科学 2025-09-22 Olivier Moliner , Viktor Larsson , Kalle Åström

Most of the prior studies in the spatial \ac{DoA} domain focus on a single modality. However, humans use auditory and visual senses to detect the presence of sound sources. With this motivation, we propose to use neural networks with audio…

声音 · 计算机科学 2021-05-14 Xinyuan Qian , Maulik Madhavi , Zexu Pan , Jiadong Wang , Haizhou Li

For immersive applications, the generation of binaural sound that matches its visual counterpart is crucial to bring meaningful experiences to people in a virtual environment. Recent studies have shown the possibility of using neural…

声音 · 计算机科学 2023-05-22 Francesc Lluís , Vasileios Chatziioannou , Alex Hofmann

Current point-cloud detection methods have difficulty detecting the open-vocabulary objects in the real world, due to their limited generalization capability. Moreover, it is extremely laborious and expensive to collect and fully annotate a…

计算机视觉与模式识别 · 计算机科学 2022-07-06 Yuheng Lu , Chenfeng Xu , Xiaobao Wei , Xiaodong Xie , Masayoshi Tomizuka , Kurt Keutzer , Shanghang Zhang

Point cloud stands as the most widely adopted format for representing 3D shapes and scenes due to its simplicity and geometric fidelity. However, its inherent unordered and irregular nature, exacerbated by sensor noise and occlusions,…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Minhas Kamal , Hiranya Garbha Kumar , Balakrishnan Prabhakaran

Systems that can find correspondences between multiple modalities, such as between speech and images, have great potential to solve different recognition and data analysis tasks in an unsupervised manner. This work studies multimodal…

计算机视觉与模式识别 · 计算机科学 2024-03-08 Khazar Khorrami , Okko Räsänen