Simone Melzi
13 papers · 2015–2026 · 6 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Silver 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Half 🗺️ Taxonomy Completionist (20) 🐣 Hot Topic Early Bird
🧬
Topic Evolution
💎
Century Club · Bronze
Top co-authors
Research topics
Computer Vision
(7)
Analysis
(7)
Machine Learning
(5)
Artificial Intelligence
(3)
Core AI · Artificial Intelligence
(3)
Core Methods
(3)
Learning Types · Machine Learning
(3)
Deep Learning
(2)
Learning Types · Deep Learning
(2)
Optimization & Theory
(2)
Computer Science
(1)
Mathematics & Optimization
(1)
Applications
(1)
Core AI · Computer Vision
(1)
Optimization
(1)
Keywords
functional map
(3)
point cloud
(3)
spectral method
(2)
shape correspondence
(2)
3d vision
(2)
dense correspondence
(2)
point cloud registration
(1)
semantic representation
(1)
representation learning
(1)
cross-modal retrieval
(1)
matrix scaling
(1)
geometric deep learning
(1)
feature selection
(1)
shape matching
(1)
spectral analysis
(1)
non-rigid shape
(1)
gradient-based method
(1)
object classification
(1)
optimal transport
(1)
manifold learning
(1)
Papers
Volumetric Functional Maps
CVPR 2026
Escaping Plato's Cave: Towards the Alignment of 3D and Text Latent Spaces
CVPR 2025
Unraveling Brainstem Deformations in Joubert Syndrome: A Statistical Shape Analysis of MRI-Derived Structures
MICCAI 2025
ReMatching: Low-Resolution Representations for Scalable Shape Correspondence
ECCV 2024
Fast Sinkhorn Filters: Using Matrix Scaling for Non-Rigid Shape Correspondence With Functional Maps
CVPR 2021
Learning disentangled representations via product manifold projection
ICML 2021
Shape Registration in the Time of Transformers
NeurIPS 2021
Universal Spectral Adversarial Attacks for Deformable Shapes
CVPR 2021
Correspondence learning via linearly-invariant embedding
NeurIPS 2020
GFrames: Gradient-Based Local Reference Frame for 3D Shape Matching
CVPR 2019
Infinite Latent Feature Selection: A Probabilistic Latent Graph-Based Ranking Approach
ICCV 2017
Region-Based Correspondence Between 3D Shapes via Spatially Smooth Biclustering
ICCV 2017
Infinite Feature Selection
ICCV 2015