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cs.CV2025

Data Factory with Minimal Human Effort Using VLMs

Jiaojiao Ye, Jiaxing Zhong, Qian Xie +3

Generating enough and diverse data through augmentation offers an efficient solution to the time-consuming and labour-intensive process of collecting and annotating pixel-wise imag…

cs.CV2025

Manydepth2: Motion-Aware Self-Supervised Monocular Depth Estimation in Dynamic Scenes

Kaichen Zhou, Jia-Wang Bian, Jian-Qing Zheng +4

Despite advancements in self-supervised monocular depth estimation, challenges persist in dynamic scenarios due to the dependence on assumptions about a static world. In this paper…

cs.CV2025

DynPoint: Dynamic Neural Point For View Synthesis

Kaichen Zhou, Jia-Xing Zhong, Sangyun Shin +4

The introduction of neural radiance fields has greatly improved the effectiveness of view synthesis for monocular videos. However, existing algorithms face difficulties when dealin…

cs.CV2025

Towards Multi-Modal Animal Pose Estimation: A Survey and In-Depth Analysis

Qianyi Deng, Oishi Deb, Amir Patel +4

Animal pose estimation (APE) aims to locate the animal body parts using a diverse array of sensor and modality inputs (e.g. RGB cameras, LiDAR, infrared, IMU, acoustic and language…

cs.CV2024

SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors

Chenyang Ma, Kai Lu, Ta-Ying Cheng +2

Current state-of-the-art spatial reasoning-enhanced VLMs are trained to excel at spatial visual question answering (VQA). However, we believe that higher-level 3D-aware tasks, such…

cs.CV2024

MambaLoc: Efficient Camera Localisation via State Space Model

Jialu Wang, Kaichen Zhou, Andrew Markham +1

Location information is pivotal for the automation and intelligence of terminal devices and edge-cloud IoT systems, such as autonomous vehicles and augmented reality. However, achi…