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A Lightweight Multi-Metric No-Reference Image Quality Assessment Framework for UAV Imaging PatchPoison: Poisoning Multi-View Datasets to Degrade 3D Reconstruction 3DRealHead: Few-Shot Detailed Head Avatar GeoLink: A 3D-Aware Framework Towards Better Generalization in Cross-View Geo-Localization Towards Patient-Specific Deformable Registration in Laparoscopic Surgery Neural 3D Reconstruction of Planetary Surfaces from Descent-Phase Wide-Angle Imagery A High-Resolution Landscape Dataset for Concept-Based XAI With Application to Species Distribution Models DroneScan-YOLO: Redundancy-Aware Lightweight Detection for Tiny Objects in UAV Imagery See&Say: Vision Language Guided Safe Zone Detection for Autonomous Package Delivery Drones PAT-VCM: Plug-and-Play Auxiliary Tokens for Video Coding for Machines Bias at the End of the Score Deep Spatially-Regularized and Superpixel-Based Diffusion Learning for Unsupervised Hyperspectral Image Clustering The Spectrascapes Dataset: Street-view imagery beyond the visible captured using a mobile platform Why MLLMs Struggle to Determine Object Orientations Towards Successful Implementation of Automated Raveling Detection: Effects of Training Data Size, Illumination Difference, and Spatial Shift Right Regions, Wrong Labels: Semantic Label Flips in Segmentation under Correlation Shift SSD-GS: Scattering and Shadow Decomposition for Relightable 3D Gaussian Splatting SEDTalker: Emotion-Aware 3D Facial Animation Using Frame-Level Speech Emotion Diarization MSGS: Multispectral 3D Gaussian Splatting Multi-Agent Object Detection Framework Based on Raspberry Pi YOLO Detector and Slack-Ollama Natural Language Interface UniBlendNet: Unified Global, Multi-Scale, and Region-Adaptive Modeling for Ambient Lighting Normalization A Multimodal Clinically Informed Coarse-to-Fine Framework for Longitudinal CT Registration in Proton Therapy Why Multimodal In-Context Learning Lags Behind? 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Towards Zero-Shot Analysis of Multimodal Classroom Behavior VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generation DecepGPT: Schema-Driven Deception Detection with Multicultural Datasets and Robust Multimodal Learning Interpretable Alzheimer's Diagnosis via Multimodal Fusion of Regional Brain Experts Geometry-Aware Cross Modal Alignment for Light Field-LiDAR Semantic Segmentation FedKLPR: KL-Guided Pruning-Aware Federated Learning for Person Re-Identification VRAG: Learning World Models for Interactive Video Generation
Material Measurement Units for a Circular Economy: Foundations through a Review
Federico Zocco, Seán McLoone, Beatrice Smyth · 2021-03-03 · via cs.CV updates on arXiv.org

Long-term availability of minerals and industrial materials is a necessary condition for sustainable development as they are the constituents of any manufacturing product. To enhance the efficiency of material management, we define a computer-vision-enabled material measurement system and provide a review of works relevant to its development with particular emphasis on the foundations. A network of such systems for wide-area material stock monitoring is also covered. Finally, challenges and future research directions are discussed. As the first article bridging industrial ecology and advanced computer vision, this review is intended to support both research communities towards more sustainable manufacturing.

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