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cs.CV2026

SafeBuild-Bench: A Temporal-Robust Construction Safety Benchmark with Graph-Enhanced Data Mining

Yi Cui, Zilin Wang, Yijie Xu +5

Construction-safety models must handle concrete deployment risks, such as a worker standing near a scaffold edge without guardrails, rather than only recognize common objects in cu…

cs.CV2026

VaaWIT: Visual-Aware Adaptation of Large Language Models for Multilingual Web Image Translation

Bo Li, Ronghao Chen, Ningyuan Deng +3

Translating text embedded in Web images is crucial for improving content accessibility and cross-lingual information retrieval, particularly within social media and e-commerce doma…

cs.CV2026

A Computational Model of Message Sensation Value in Short Video Multimodal Features that Predicts Sensory and Behavioral Engagement

Haoning Xue, Jingwen Zhang, Xiaohui Wang +2

The contemporary media landscape is characterized by sensational short videos. While prior research examines the effects of individual multimodal features, the collective impact of…

cs.CV2026

MoViD: View-Invariant 3D Human Pose Estimation via Motion-View Disentanglement

Yejia Liu, Hengle Jiang, Haoxian Liu +2

3D human pose estimation is a key enabling technology for applications such as healthcare monitoring, human-robot collaboration, and immersive gaming, but real-world deployment rem…

cs.CV2026

Object-Scene-Camera Decomposition and Recomposition for Data-Efficient Monocular 3D Object Detection

Zhaonian Kuang, Rui Ding, Meng Yang +2

Monocular 3D object detection (M3OD) is intrinsically ill-posed, hence training a high-performance deep learning based M3OD model requires a humongous amount of labeled data with c…

cs.CV2025

BrepLLM: Enabling Large Language Models to Understand Boundary Representations

Liyuan Deng, Hao Guo, Yongkang Dai +5

Current token-sequence-based Large Language Models (LLMs) struggle to directly process 3D Boundary Representation (B-rep) models that contain complex geometric and topological info…

cs.CV2025★ 2 cited

Wonder3D++: Cross-domain Diffusion for High-fidelity 3D Generation from a Single Image

Yuxiao Yang, Xiao-Xiao Long, Zhiyang Dou +7

In this work, we introduce \textbf{Wonder3D++}, a novel method for efficiently generating high-fidelity textured meshes from single-view images. Recent methods based on Score Disti…

cs.CV2025

Learning Efficient Meshflow and Optical Flow from Event Cameras

Xinglong Luo, Ao Luo, Kunming Luo +4

In this paper, we explore the problem of event-based meshflow estimation, a novel task that involves predicting a spatially smooth sparse motion field from event cameras. To start,…

cs.CV2025

CoPA: Hierarchical Concept Prompting and Aggregating Network for Explainable Diagnosis

Yiheng Dong, Yi Lin, Xin Yang

The transparency of deep learning models is essential for clinical diagnostics. Concept Bottleneck Model provides clear decision-making processes for diagnosis by transforming the…

cs.CV2025★ 1 cited

MMEdge: Accelerating On-device Multimodal Inference via Pipelined Sensing and Encoding

Runxi Huang, Mingxuan Yu, Mingyu Tsoi +1

Real-time multimodal inference on resource-constrained edge devices is essential for applications such as autonomous driving, human-computer interaction, and mobile health. However…

cs.CV2025★ 3 cited

DEGS: Deformable Event-based 3D Gaussian Splatting from RGB and Event Stream

Junhao He, Jiaxu Wang, Jia Li +7

Reconstructing Dynamic 3D Gaussian Splatting (3DGS) from low-framerate RGB videos is challenging. This is because large inter-frame motions will increase the uncertainty of the sol…

cs.CV2025★ 3 cited

WHU-STree: A Multi-modal Benchmark Dataset for Street Tree Inventory

Ruifei Ding, Zhe Chen, Wen Fan +5

Street trees are vital to urban livability, providing ecological and social benefits. Establishing a detailed, accurate, and dynamically updated street tree inventory has become es…

cs.CV2025★ 2 cited

SPGen: Spherical Projection as Consistent and Flexible Representation for Single Image 3D Shape Generation

Jingdong Zhang, Weikai Chen, Yuan Liu +6

Existing single-view 3D generative models typically adopt multiview diffusion priors to reconstruct object surfaces, yet they remain prone to inter-view inconsistencies and are una…

cs.CV2025★ 5 cited

Micro-Expression Recognition via Fine-Grained Dynamic Perception

Zhiwen Shao, Yifan Cheng, Fan Zhang +4

Facial micro-expression recognition (MER) is a challenging task, due to the transience, subtlety, and dynamics of micro-expressions (MEs). Most existing methods resort to hand-craf…

cs.CV2025★ 1 cited

MSC: A Marine Wildlife Video Dataset with Grounded Segmentation and Clip-Level Captioning

Quang-Trung Truong, Yuk-Kwan Wong, Vo Hoang Kim Tuyen Dang +3

Marine videos present significant challenges for video understanding due to the dynamics of marine objects and the surrounding environment, camera motion, and the complexity of und…

cs.CV2025★ 1 cited

Federated Fine-tuning of SAM-Med3D for MRI-based Dementia Classification

Kaouther Mouheb, Marawan Elbatel, Janne Papma +8

While foundation models (FMs) offer strong potential for AI-based dementia diagnosis, their integration into federated learning (FL) systems remains underexplored. In this benchmar…

cs.CV2025

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation

Hongbin Lin, Yifan Jiang, Juangui Xu +5

3D point cloud segmentation aims to assign semantic labels to individual points in a scene for fine-grained spatial understanding. Existing methods typically adopt data augmentatio…

cs.CV2025

PDT: Point Distribution Transformation with Diffusion Models

Jionghao Wang, Cheng Lin, Yuan Liu +7

Point-based representations have consistently played a vital role in geometric data structures. Most point cloud learning and processing methods typically leverage the unordered an…

cs.CV2025★ 4 cited

Comparative validation of surgical phase recognition, instrument keypoint estimation, and instrument instance segmentation in endoscopy: Results of the PhaKIR 2024 challenge

Tobias Rueckert, David Rauber, Raphaela Maerkl +58

Reliable recognition and localization of surgical instruments in endoscopic video recordings are foundational for a wide range of applications in computer- and robot-assisted minim…

cs.CV2025

End-to-End Facial Expression Detection in Long Videos

Yini Fang, Alec F. Diallo, Frederic Jumelle +1

Facial expression detection requires spotting when expressions occur and recognizing which emotional category they belong to. Despite their close relationships, existing approaches…

cs.CV2025★ 11 cited

SymmCompletion: High-Fidelity and High-Consistency Point Cloud Completion with Symmetry Guidance

Hongyu Yan, Zijun Li, Kunming Luo +2

Point cloud completion aims to recover a complete point shape from a partial point cloud. Although existing methods can form satisfactory point clouds in global completeness, they…

cs.CV2025★ 8 cited

Revisiting Medical Image Retrieval via Knowledge Consolidation

Yang Nan, Huichi Zhou, Xiaodan Xing +5

As artificial intelligence and digital medicine increasingly permeate healthcare systems, robust governance frameworks are essential to ensure ethical, secure, and effective implem…

cs.CV2025★ 3 cited

OptiPMB: Enhancing 3D Multi-Object Tracking with Optimized Poisson Multi-Bernoulli Filtering

Guanhua Ding, Yuxuan Xia, Runwei Guan +5

Accurate 3D multi-object tracking (MOT) is crucial for autonomous driving, as it enables robust perception, navigation, and planning in complex environments. While deep learning-ba…

cs.CV2025★ 12 cited

RGB-Only Gaussian Splatting SLAM for Unbounded Outdoor Scenes

Sicheng Yu, Chong Cheng, Yifan Zhou +2

3D Gaussian Splatting (3DGS) has become a popular solution in SLAM, as it can produce high-fidelity novel views. However, previous GS-based methods primarily target indoor scenes a…