Search Results for author: Guy Ben-Yosef

Found 10 papers, 3 papers with code

Structured learning and detailed interpretation of minimal object images

no code implementations29 Nov 2017 Guy Ben-Yosef, Liav Assif, Shimon Ullman

We model the process of human full interpretation of object images, namely the ability to identify and localize all semantic features and parts that are recognized by human observers.

A model for interpreting social interactions in local image regions

no code implementations26 Dec 2017 Guy Ben-Yosef, Alon Yachin, Shimon Ullman

Understanding social interactions (such as 'hug' or 'fight') is a basic and important capacity of the human visual system, but a challenging and still open problem for modeling.

Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation

no code implementations24 May 2018 Cristina Mata, Guy Ben-Yosef, Boris Katz

Many deep learning architectures for semantic segmentation involve a Fully Convolutional Neural Network (FCN) followed by a Conditional Random Field (CRF) to carry out inference over an image.

Image Segmentation Segmentation +2

Minimal Images in Deep Neural Networks: Fragile Object Recognition in Natural Images

no code implementations ICLR 2019 Sanjana Srivastava, Guy Ben-Yosef, Xavier Boix

Ullman et al. 2016 show that a slight modification of the location and size of the visible region of the minimal image produces a sharp drop in human recognition accuracy.

Object Recognition

What can human minimal videos tell us about dynamic recognition models?

1 code implementation19 Apr 2021 Guy Ben-Yosef, Gabriel Kreiman, Shimon Ullman

In human vision objects and their parts can be visually recognized from purely spatial or purely temporal information but the mechanisms integrating space and time are poorly understood.

Parallel mesh reconstruction streams for pose estimation of interacting hands

no code implementations25 Apr 2021 Uri Wollner, Guy Ben-Yosef

We present a new multi-stream 3D mesh reconstruction network (MSMR-Net) for hand pose estimation from a single RGB image.

Hand Pose Estimation

A model for full local image interpretation

no code implementations17 Oct 2021 Guy Ben-Yosef, Liav Assif, Daniel Harari, Shimon Ullman

We describe a computational model of humans' ability to provide a detailed interpretation of components in a scene.

Light-weight spatio-temporal graphs for segmentation and ejection fraction prediction in cardiac ultrasound

1 code implementation6 Jul 2022 Sarina Thomas, Andrew Gilbert, Guy Ben-Yosef

In particular, segmentations of the left ventricle can be used to derive ventricular volume, ejection fraction (EF) and other relevant measurements.

LV Segmentation Segmentation +1

Towards Robust Cardiac Segmentation using Graph Convolutional Networks

3 code implementations2 Oct 2023 Gilles Van De Vyver, Sarina Thomas, Guy Ben-Yosef, Sindre Hellum Olaisen, Håvard Dalen, Lasse Løvstakken, Erik Smistad

We propose a graph architecture that uses two convolutional rings based on cardiac anatomy and show that this eliminates anatomical incorrect multi-structure segmentations on the publicly available CAMUS dataset.

Anatomy Cardiac Segmentation +1

Graph Convolutional Neural Networks for Automated Echocardiography View Recognition: A Holistic Approach

no code implementations29 Feb 2024 Sarina Thomas, Cristiana Tiago, Børge Solli Andreassen, Svein Arne Aase, Jurica Šprem, Erik Steen, Anne Solberg, Guy Ben-Yosef

Although deep learning techniques have been successful in achieving this, they still struggle with fully verifying the suitability of an image for specific measurements due to factors like the correct location, pose, and potential occlusions of cardiac structures.

Denoising Pose Estimation

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