SIMPL: Generating Synthetic Overhead Imagery to Address Zero-shot and
Few-Shot Detection Problems

SIMPL: Generating Synthetic Overhead Imagery to Address Zero-shot and Few-Shot Detection Problems

29 June 2021

Jordan M. Malof

Papers citing "SIMPL: Generating Synthetic Overhead Imagery to Address Zero-shot and Few-Shot Detection Problems"

14 / 14 papers shown

Title
RarePlanes: Synthetic Data Takes Flight Jacob Shermeyer T. Hossler A. V. Etten Daniel Hogan Ryan Lewis Daeil Kim 56 106 0 04 Jun 2020
The Synthinel-1 dataset: a collection of high resolution synthetic overhead imagery for building segmentation Fanjie Kong Bohao Huang Kyle Bradbury Jordan M. Malof 49 38 0 15 Jan 2020
Synthetic Examples Improve Generalization for Rare Classes Sara Beery Yang Liu Dan Morris Jim Piavis Ashish Kapoor M. Meister Neel Joshi Pietro Perona 87 98 0 11 Apr 2019
Generalizing from a Few Examples: A Survey on Few-Shot Learning Yaqing Wang Quanming Yao James T. Kwok L. Ni 83 1,810 0 10 Apr 2019
Training Deep Networks with Synthetic Data: Bridging the Reality Gap by Domain Randomization Jonathan Tremblay Aayush Prakash David Acuna M. Brophy Varun Jampani Cem Anil Thang To Eric Cameracci Shaad Boochoon Stan Birchfield OOD 63 814 0 18 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 107 21,432 0 08 Apr 2018
xView: Objects in Context in Overhead Imagery Darius Lam Richard Kuzma Kevin McGee Samuel Dooley Michael Laielli Matthew K. Klaric Yaroslav Bulatov Brendan McCord ObjD 51 322 0 22 Feb 2018
DOTA: A Large-scale Dataset for Object Detection in Aerial Images Gui-Song Xia X. Bai Jian Ding Zhen Zhu Serge J. Belongie Jiebo Luo Mihai Datcu Marcello Pelillo Liangpei Zhang ObjD 123 2,173 0 28 Nov 2017
Functional Map of the World Gordon A. Christie Neil Fendley James Wilson R. Mukherjee VGen 73 392 0 21 Nov 2017
A Unified approach for Conventional Zero-shot, Generalized Zero-shot and Few-shot Learning Shafin Rahman Salman H. Khan Fatih Porikli 80 175 0 27 Jun 2017
Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World Joshua Tobin Rachel Fong Alex Ray Jonas Schneider Wojciech Zaremba Pieter Abbeel 241 2,964 0 20 Mar 2017
Physically-Based Rendering for Indoor Scene Understanding Using Convolutional Neural Networks Yinda Zhang Shuran Song Ersin Yumer Manolis Savva Joon-Young Lee Hailin Jin Thomas Funkhouser AI4CE SSL 3DV 3DPC 52 262 0 22 Dec 2016
Playing for Data: Ground Truth from Computer Games Stephan R. Richter Vibhav Vineet Stefan Roth V. Koltun VLM 120 2,008 0 07 Aug 2016
Play and Learn: Using Video Games to Train Computer Vision Models Alireza Shafaei James J. Little Mark Schmidt 80 108 0 05 Aug 2016