Amnon Shashua | Academic Influence

Amnon Shashua's AcademicInfluence.com Rankings

Amnon Shashua

Computer Science

#404

World Rank

#420

Historical Rank

Algorithms

#35

World Rank

#35

Historical Rank

Artificial Intelligence

#51

World Rank

#54

Historical Rank

Machine Learning

#1588

World Rank

#1610

Historical Rank

computer-science Degrees

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Computer Science

Amnon Shashua's Degrees

PhD Computer Science Stanford University
Masters Electrical Engineering Technion – Israel Institute of Technology
Bachelors Electrical Engineering Technion – Israel Institute of Technology

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Why Is Amnon Shashua Influential?

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According to Wikipedia, Amnon Shashua is an Israeli computer scientist and businessman. Shashua is the Sachs Professor of Computer Science at the Hebrew University of Jerusalem, the President and chief executive officer of the autonomous driving and driver-assistance technology company Mobileye, Co-founder of the artificial vision devices company OrCam, Founder and Owner of digital bank and chairman of the artificial intelligence company AI21 Labs.

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Amnon Shashua's Published Works

Number of citations in a given year to any of this author's works

Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author

Published Works

Structural Saliency: The Detection Of Globally Salient Structures using A Locally Connected Network (1988) (668)
The Quotient Image: Class-Based Re-Rendering and Recognition with Varying Illuminations (2001) (665)
Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving (2016) (586)
Non-negative tensor factorization with applications to statistics and computer vision (2005) (531)
On a Formal Model of Safe and Scalable Self-driving Cars (2017) (514)
On the Expressive Power of Deep Learning: A Tensor Analysis (2015) (419)
Pedestrian detection for driving assistance systems: single-frame classification and system level performance (2004) (415)
Probabilistic graph and hypergraph matching (2008) (398)
Ranking with Large Margin Principle: Two Approaches (2002) (383)
Algebraic Functions For Recognition (1995) (304)
Learning over Sets using Kernel Principal Angles (2003) (298)
Forward collision warning with a single camera (2004) (292)
Vision-based ACC with a single camera: bounds on range and range rate accuracy (2003) (232)
Linear image coding for regression and classification using the tensor-rank principle (2001) (230)
Novel view synthesis in tensor space (1997) (224)
Example Based Image Analysis and Synthesis (1993) (217)
Geometry and Photometry in 3D Visual Recognition (1992) (212)
Trilinearity in Visual Recognition by Alignment (1994) (203)
On Photometric Issues in 3D Visual Recognition from a Single 2D Image (2004) (203)
Sparse image coding using a 3D non-negative tensor factorization (2005) (199)
Trajectory Triangulation: 3D Reconstruction of Moving Points from a Monocular Image Sequence (2000) (196)
Nonnegative Sparse PCA (2006) (190)
Novel View Synthesis by Cascading Trilinear Tensors (1998) (181)
Feature selection for unsupervised and supervised inference: the emergence of sparsity in a weighted-based approach (2003) (174)
Trilinearity of three perspective views and its associated tensor (1995) (168)
Projective Structure from Uncalibrated Images: Structure From Motion and Recognition (1994) (155)
Convolutional Rectifier Networks as Generalized Tensor Decompositions (2016) (147)
A robust method for computing vehicle ego-motion (2000) (146)
A unifying approach to hard and probabilistic clustering (2005) (144)
Off-road Path Following using Region Classification and Geometric Projection Constraints (2006) (142)
Quantum Entanglement in Deep Learning Architectures. (2018) (141)
SenseBERT: Driving Some Sense into BERT (2019) (138)
Multi-way Clustering Using Super-Symmetric Non-negative Tensor Factorization (2006) (137)
Relative affine structure: theory and application to 3D reconstruction from perspective views (1994) (134)
Relative Affine Structure: Canonical Model for 3D From 2D Geometry and Applications (1996) (126)
Norm-Product Belief Propagation: Primal-Dual Message-Passing for Approximate Inference (2009) (124)
Deep autoregressive models for the efficient variational simulation of many-body quantum systems (2019) (119)
Kernel principal angles for classification machines with applications to image sequence interpretation (2003) (115)
Deep Learning and Quantum Entanglement: Fundamental Connections with Implications to Network Design (2017) (111)
Inductive Bias of Deep Convolutional Networks through Pooling Geometry (2016) (101)
Model-based brightness constraints: on direct estimation of structure and motion (1997) (96)
Threading Fundamental Matrices (1998) (94)
Doubly Stochastic Normalization for Spectral Clustering (2006) (92)
The Rank 4 Constraint in Multiple (>=3) View Geometry (1996) (91)
The quotient image: Class based recognition and synthesis under varying illumination conditions (1999) (83)
Trilinear Tensor: The Fundamental Construct of Multiple-view Geometry and Its Applications (1997) (82)
Crowd detection in video sequences (2004) (82)
Projective depth: A geometric invariant for 3D reconstruction from two perspective/orthographic views and for visual recognition (1993) (78)
Convergent Message-Passing Algorithms for Inference over General Graphs with Convex Free Energies (2008) (75)
Homography Tensors: On Algebraic Entities that Represent Three Views of Static or Moving Planar Points (2000) (75)
A Monocular Vision Advance Warning System for the Automotive Aftermarket (2005) (74)
A Computer Vision System on a Chip: a case study from the automotive domain (2005) (73)
Manifold pursuit: a new approach to appearance based recognition (2002) (70)
Taxonomy of Large Margin Principle Algorithms for Ordinal Regression Problems (2002) (69)
Multiple View Geometry of General Algebraic Curves (2004) (62)
Two-body segmentation from two perspective views (2001) (62)
Long-term Planning by Short-term Prediction (2016) (56)
On the synthesis of dynamic scenes from reference views (2000) (54)
Solid or not solid: vision for radar target validation (2004) (54)
On Projection Matrices $$\mathcal{P}^k \to \mathcal{P}^2 ,k = 3,...,6, $$ and their Applications in Computer Vision (2002) (54)
Direct estimation of motion and extended scene structure from a moving stereo rig (1998) (54)
On the Sample Complexity of End-to-end Training vs. Semantic Abstraction Training (2016) (53)
On the Relationship Between the Support Vector Machine for Classification and Sparsified Fisher's Linear Discriminant (1999) (52)
Learning a Metric Embedding for Face Recognition using the Multibatch Method (2016) (52)
Grouping Contours by Iterated Pairing Network (1990) (46)
Geometry and photometry in three-dimensional visual recognition (1993) (46)
On Projection Matrices (2001) (44)
Introduction to Machine Learning: Class Notes 67577 (2009) (43)
A Parallel Decomposition Solver for SVM: Distributed dual ascend using Fenchel Duality (2008) (42)
Turing centenary: Is the brain a good model for machine intelligence? (2012) (42)
Illumination and View Position in 3D Visual Recognition (1991) (39)
Stereo-Assist: Top-down stereo for driver assistance systems (2010) (38)
On Geomatric and Algebraic Aspects of 3D Affine and Projective Structures from Perspective 2D Views (1993) (37)
On the Structure and Properties of the Quadrifocal Tensor (2000) (37)
Principal Component Analysis over Continuous Subspaces and Intersection of Half-Spaces (2002) (37)
Algebraic Set Kernels with Application to Inference Over Local Image Representations (2004) (33)
Correspondence and Affine Shape from Two Orthographic Views: Motion and Recognition (1991) (33)
On the Expressive Power of Overlapping Architectures of Deep Learning (2017) (33)
The Quadric Reference Surface: Theory and Applications (1997) (33)
Robust recovery of camera rotation from three frames (1996) (32)
The study of 3D-from-2D using elimination (1995) (32)
Multi-frame infinitesimal motion model for the reconstruction of (dynamic) scenes with multiple linearly moving objects (2001) (31)
Analysis and Design of Convolutional Networks via Hierarchical Tensor Decompositions (2017) (31)
Trajectory triangulation of lines: reconstruction of a 3D point moving along a line from a monocular image sequence (1999) (29)
On Degeneracy of Linear Reconstruction From Three Views: Linear Line Complex and Applications (1998) (28)
On Projection Matrices and their Applications in Computer Vision (2001) (28)
Tensorial Mixture Models (2017) (27)
Ambiguity in reconstruction from images of six points (1998) (26)
what is human vision ? (2015) (26)
Q-warping: direct computation of quadratic reference surfaces (1999) (25)
On Calibration and Reconstruction from Planar Curves (2000) (24)
Notes on Hierarchical Splines, DCLNs and i-theory (2015) (24)
Limits to Depth Efficiencies of Self-Attention (2020) (23)
Multiple view geometry of non-planar algebraic curves (2001) (22)
SimNets: A Generalization of Convolutional Networks (2014) (22)
Omni-rig: linear self-recalibration of a rig with varying internal and external parameters (2001) (21)
Shape tensors for efficient and learnable indexing (1995) (19)
Standing on the Shoulders of Giant Frozen Language Models (2022) (19)
Neural tensor contractions and the expressive power of deep neural quantum states (2021) (19)
Trajectory triangulation over conic section (1999) (19)
Benefits of Depth for Long-Term Memory of Recurrent Networks (2017) (18)
Boosting Dilated Convolutional Networks with Mixed Tensor Decompositions (2017) (18)
On Projection Matrices Pk-> P2k=3, ..., 6, and their Applications in Computer Vision (2002) (17)
On projection matrices P/sup k//spl rarr/P/sup 2/, k=3,...,6, and their applications in computer vision (2001) (16)
Image-based view synthesis by combining trilinear tensors and learning techniques (1997) (16)
Tightening Fractional Covering Upper Bounds on the Partition Function for High-Order Region Graphs (2012) (16)
Degenerate n Point Configura-tions of Three Views: Do Critical Surfaces Exist (1996) (16)
Bridging Many-Body Quantum Physics and Deep Learning via Tensor Networks. (2018) (16)
The Quadric Reference Surface: Applications in Registering Views of Complex 3D Objects (1994) (15)
Duality of Multi-Point and Multi-Frame Geometry: Fundamental Shape Matrices and Tensors (1996) (15)
ShareBoost: Efficient multiclass learning with feature sharing (2011) (14)
On the Equivalence between the Support Vector Machine for Classiication and Sparsiied Fisher's Linear Discriminant (1999) (14)
The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design (2021) (14)
Join tensors: On 3D-to-3D alignment of dynamic sets (2000) (14)
Direct methods for estimation of structure and motion from three views (1996) (14)
On the Equivalence between the Support Vector Machine for Classiication and Sparsiied Fisher's Linear Discriminant (1999) (14)
The Golem Group/University of California at Los Angeles autonomous ground vehicle in the DARPA grand challenge (2006) (14)
3D Reconstruction from Tangent-of-Sight Measurements of a Moving Object Seen from a Moving Camera (2000) (13)
Affine 3-D reconstruction from two projective images of independently translating planes (2001) (13)
Which transformer architecture fits my data? A vocabulary bottleneck in self-attention (2021) (13)
Tractable Generative Convolutional Arithmetic Circuits (2016) (13)
Unifying two-view and three-view geometry (1997) (12)
Kernel Feature Selection with Side Data Using a Spectral Approach (2004) (12)
Omni-Rig sensors: what can be done with a non-rigid vision platform? (1998) (11)
The Depth-to-Width Interplay in Self-Attention. (2020) (11)
On the Expressive Power of Overlapping Operations of Deep Networks (2017) (10)
Non-Rigid Parallax for 3D Linear Motion (1998) (10)
Tensor Embedding of the Fundamental Matrix (1998) (9)
Sum-Product-Quotient Networks (2017) (9)
Can we Contain Covid-19 without Locking-down the Economy? (2020) (9)
Introduction to Machine Learning (2019) (8)
MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning (2022) (8)
The Golem Group / UCLA Autonomous Ground Vehicle in the DARPA Grand Challenge (2007) (7)
A geometric invariant for visual recognition and 3D reconstruction from two perspective/orthographic views (1993) (7)
Time-varying shape tensors for scenes with multiply moving points (2001) (7)
Fundamental Tensor: On the Geometry of Three Perspective Views (1995) (7)
Tensorial Transfer: Representation of N > 3 Views of 3D scenes (1996) (6)
Selecting Relevant Genes with a Spectral Approach (2004) (6)
Vision Zero: on a Provable Method for Eliminating Roadway Accidents without Compromising Traffic Throughput (2018) (6)
Vision Zero: Can Roadway Accidents be Eliminated without Compromising Traffic Throughput? (2019) (6)
On Geometric and Algebraic Aspects of 3 D Affine and Projective Structures from Perspective 2 D Views (6)
Augmented Reality and Virtual Reality (2021) (5)
Image-based View Synthesis (1997) (5)
Shape Tensors for Eecient and Learnable Indexing (1995) (5)
Analysis of L2-loss for Probabilistically valid Factorizations under General Additive Noise (2007) (4)
Multiple-View Geometry and Photometry (1995) (4)
On Representation Theory in Computer Vision Problems (2002) (4)
On the Ethics of Building AI in a Responsible Manner (2020) (3)
Sparse Spectral-based Feature Selection with Side Information (2003) (3)
Sub-Task Decomposition Enables Learning in Sequence to Sequence Tasks (2022) (3)
Algebraic derivations of relative affine structure and applications to 3D reconstruction from 2D views (1994) (3)
pLSA for Sparse Arrays With Tsallis Pseudo-Additive Divergence: Noise Robustness and Algorithm (2007) (3)
An Exit Strategy from the Covid-19 Lockdown based on Risk-sensitive Resource Allocation (2020) (2)
Parallel Context Windows Improve In-Context Learning of Large Language Models (2022) (2)
Algebraic Functions For Recognition Amnuon Shashua (2)
Huge Frozen Language Models as Readers for Open-Domain Question Answering (2022) (2)
On the Reprojection of 3D and 2D Scenes Without Explicit Model Selection (2000) (2)
Deep Learning and Quantum Physics : A Fundamental Bridge (2017) (2)
Tensor methods for vision and graphics with applications to dynamic morphing (2001) (2)
In-Context Retrieval-Augmented Language Models (2023) (2)
On the Long-Term Memory of Deep Recurrent Networks (2017) (2)
Grouping Contours by Iterated Pairing Networks (1990) (1)
Revisiting Single-View Shape Tensors: Theory and Applications (2002) (1)
Kernel Feature Selection (2003) (1)
Gene Selection via a Spectral Approach (2005) (1)
The Applications of Tensor Factorization in Inference, Clustering, Graph Theory, Coding and Visual Representation (2012) (1)
Latent Model Clustering and Applications to Visual Recognition (2007) (1)
The Semi-explicit Shape Model for Multi-object Detection and Classification (2010) (1)
An Efficient Algorithm for Maximum Tsallis Entropy using Fenchel-duality (2007) (1)
g Sensors: What Can be Done With a Non- gid Vision Platform? (1998) (0)
Guest Editorial (2004) (0)
The Latent Bernoulli-Gauss Model for Data Analysis (2010) (0)
Dynamic % MathType!MTEF!2!1!+-% feaafiart1ev1aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn% hiov2DGi1BTfMBaeXafv3ySLgzGmvETj2BSbqefm0B1jxALjhiov2D% aebbnrfifHhDYfgasaacH8srps0lbbf9q8WrFfeuY-Hhbbf9v8qqaq% Fr0xc9pk0xbba9q8WqFfea0-yr0RYxir-Jbba9q8aq0-yq-He9q8qq% Q8frFve9Fve9Ff0dmeaabaqaciGacaGaaeqabaWaaeaa (2005) (0)
Navigational system with imposed liability constraints (2017) (0)
9.1 K-means Algorithm for Clustering (2007) (0)
The Learnability of In-Context Learning (2023) (0)
Trajectory selection for an autonomous vehicle (2018) (0)
System obstacle detection displacement of a vehicle. (2000) (0)
News & Analyses (2004) (0)
1.1 the Vc Dimension (2009) (0)
Systems and methods for selecting an action based on a detected person (2017) (0)
Fundamental Limitations of Alignment in Large Language Models (2023) (0)
On Projection MatricesP (0)
Systeme de detection d'obstacles au deplacement d'un vehicule (2000) (0)
Tensors for deep learning theory (2022) (0)
'IFilinearity 01 'lhree Yerspect ive (1995) (0)
Dynamic P n to P n Alignment (2004) (0)
A Geometric Invariant For Visual Reco Reconstruction From Two Perspective Views (1993) (0)
0.1 the Formal Model (2009) (0)
Wearable device and methods for transmitting information based on physical distance (2017) (0)

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