Material Classification
12 papers with code • 0 benchmarks • 4 datasets
Benchmarks
These leaderboards are used to track progress in Material Classification
MINC
LabPics
SpectroVision
OpenSurfaces
Latest papers with no code
Towards Robust Ferrous Scrap Material Classification with Deep Learning and Conformal Prediction
In the steel production domain, recycling ferrous scrap is essential for environmental and economic sustainability, as it reduces both energy consumption and greenhouse gas emissions.
Scalability in Building Component Data Annotation: Enhancing Facade Material Classification with Synthetic Data
Computer vision models trained on Google Street View images can create material cadastres.
Multimodal Visual-Tactile Representation Learning through Self-Supervised Contrastive Pre-Training
In evaluating our methodology, we focus on two distinct tasks: material classification and grasping success prediction.
Electromagnetic Property Sensing: A New Paradigm of Integrated Sensing and Communication
Specifically, we first establish an end-to-end EM propagation model by means of Maxwell equations, where the EM property of the target is captured by a closed-form expression of the ISAC channel, incorporating the Lippmann-Schwinger equation and the method of moments (MOM) for discretization.
Material Classification of Recyclable Containers Using 60 GHz Radar
Rather than sending used containers and materials to the landfill, recycling can help lower the human impact on the environment.
Space Object Identification and Classification from Hyperspectral Material Analysis
Two techniques are used for material identification and classification: one based on machine learning and the other based on a least square match with a library of known spectra.
Making the Invisible Visible: Toward High-Quality Terahertz Tomographic Imaging via Physics-Guided Restoration
Terahertz (THz) tomographic imaging has recently attracted significant attention thanks to its non-invasive, non-destructive, non-ionizing, material-classification, and ultra-fast nature for object exploration and inspection.
Hyperspectral Image Reconstruction from Multispectral Images Using Non-Local Filtering
Therefore, multispectral cameras with wide-band filters are used, which are much cheaper and are often able to capture videos.
Radar-based Materials Classification Using Deep Wavelet Scattering Transform: A Comparison of Centimeter vs. Millimeter Wave Units
This work is unique in comparison of the radar units and algorithms in material classification and includes real-time demonstrations that show strong performance by both units, with increased robustness offered by the cm-wave radar unit.
Material Classification Using Active Temperature Controllable Robotic Gripper
One of the distinguishing features of each object's material is its heat properties, and classification can exploit heat transfer, similarly to human thermal sensation.
