Position regression
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Benchmarks
CHILI-100K
CHILI-3K
Most implemented
Contrastive Learning of Relative Position Regression for One-Shot Object Localization in 3D Medical Images
CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control
Position Regression for Unsupervised Anomaly Detection
SD-LayerNet: Semi-supervised retinal layer segmentation in OCT using disentangled representation with anatomical priors
Denoised MDPs: Learning World Models Better Than the World Itself
Papers
Delta-Position Estimation-Based IMU Odometry: A Comparison of MLP and Kolmogorov-Arnold Networks
In this study, the learning-based inertial odometry problem is investigated using raw IMU measurements obtained from the EuRoC MAV benchmark dataset. Instead of absolute position regression-a formulation that may lead to…
Position regressionMonocular Person Localization under Camera Ego-motion
Localizing a person from a moving monocular camera is critical for Human-Robot Interaction (HRI). To estimate the 3D human position from a 2D image, existing methods either depend on the geometric assumption of a fixed c…
Pose EstimationPositionPosition regressionBlock-to-Scene Pre-training for Point Cloud Hybrid-Domain Masked Autoencoders
Point clouds, as a primary representation of 3D data, can be categorized into scene domain point clouds and object domain point clouds based on the modeled content. Masked autoencoders (MAE) have become the mainstream pa…
ObjectPosition regressionSelf-Supervised LearningCHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning
Advances in graph machine learning (ML) have been driven by applications in chemistry as graphs have remained the most expressive representations of molecules. While early graph ML methods focused primarily on small orga…
Atomic number classificationBenchmarkingCrystal system classificationDistance regression+9Improving Vision-and-Language Reasoning via Spatial Relations Modeling
Visual commonsense reasoning (VCR) is a challenging multi-modal task, which requires high-level cognition and commonsense reasoning ability about the real world. In recent years, large-scale pre-training approaches have …
Position regressionRelationRelation ClassificationVisual Commonsense Reasoning+1TCEIP: Text Condition Embedded Regression Network for Dental Implant Position Prediction
When deep neural network has been proposed to assist the dentist in designing the location of dental implant, most of them are targeting simple cases where only one missing tooth is available. As a result, literature wor…
DecoderPositionPosition regressionregression