Search Results for author: Amaury Depierre

Found 3 papers, 1 papers with code

Scoring Graspability based on Grasp Regression for Better Grasp Prediction

no code implementations3 Feb 2020 Amaury Depierre, Emmanuel Dellandréa, Liming Chen

Therefore, in this paper, we extend a state-of-the-art neural network with a scorer that evaluates the graspability of a given position, and introduce a novel loss function which correlates regression of grasp parameters with graspability score.

regression

Developmental Bayesian Optimization of Black-Box with Visual Similarity-Based Transfer Learning

no code implementations26 Sep 2018 Maxime Petit, Amaury Depierre, Xiaofang Wang, Emmanuel Dellandréa, Liming Chen

In simulation, we demonstrate the benefit of the transfer learning based on visual similarity, as opposed to an amnesic learning (i. e. learning from scratch all the time).

Transfer Learning

Jacquard: A Large Scale Dataset for Robotic Grasp Detection

1 code implementation30 Mar 2018 Amaury Depierre, Emmanuel Dellandréa, Liming Chen

Jacquard is built on a subset of ShapeNet, a large CAD models dataset, and contains both RGB-D images and annotations of successful grasping positions based on grasp attempts performed in a simulated environment.

Robotic Grasping

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