How much real data do we actually need: Analyzing object detection
performance using synthetic and real data

How much real data do we actually need: Analyzing object detection performance using synthetic and real data

16 July 2019

Dhanvin Kolhatkar

Fahed Al Hassanat

Papers citing "How much real data do we actually need: Analyzing object detection performance using synthetic and real data"

14 / 14 papers shown

Title
Is AI currently capable of identifying wild oysters? A comparison of human annotators against the AI model, ODYSSEE Brendan Campbell Alan Williams Kleio Baxevani Alyssa Campbell Rushabh Dhoke ... Arjun Suresh Alhim Vera Arthur Trembanis Herbert G. Tanner Edward Hale 57 0 0 06 May 2025
Efficacy of Synthetic Data as a Benchmark Gaurav Maheshwari Dmitry Ivanov Kevin El Haddad SyDa 18 6 0 18 Sep 2024
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Eyal Michaeli Ohad Fried 57 1 0 20 Jun 2024
Synthetic Data Generation for Bridging Sim2Real Gap in a Production Environment Parth Rawal Mrunal Sompura Wolfgang Hintze 23 0 0 18 Nov 2023
Radar-Camera Fusion for Object Detection and Semantic Segmentation in Autonomous Driving: A Comprehensive Review Shanliang Yao Runwei Guan Xiaoyu Huang Zhuoxiao Li Xiangyu Sha ... Eng Gee Lim H. Seo Ka Lok Man Xiaohui Zhu Yutao Yue 34 91 0 20 Apr 2023
Quantifying the LiDAR Sim-to-Real Domain Shift: A Detailed Investigation Using Object Detectors and Analyzing Point Clouds at Target-Level Sebastian Huch Luca Scalerandi Esteban Rivera Markus Lienkamp 3DPC 21 16 0 03 Mar 2023
How many radiographs are needed to re-train a deep learning system for object detection? Raniere Silva Khizar Hayat Christopher Riggs M. Doube MedIm 16 0 0 17 Oct 2022
TRoVE: Transforming Road Scene Datasets into Photorealistic Virtual Environments Shubham Dokania A. Subramanian Manmohan Chandraker C. V. Jawahar 24 6 0 16 Aug 2022
Sim2Air - Synthetic aerial dataset for UAV monitoring A. Barišić Frano Petrić Stjepan Bogdan 29 21 0 11 Oct 2021
VersatileGait: A Large-Scale Synthetic Gait Dataset with Fine-GrainedAttributes and Complicated Scenarios Huanzhang Dou Wenhu Zhang Pengyi Zhang Yuhan Zhao Songyuan Li Zequn Qin Fei Wu Lin Dong Xi Li SLR 45 16 0 05 Jan 2021
SVIRO: Synthetic Vehicle Interior Rear Seat Occupancy Dataset and Benchmark S. Cruz Oliver Wasenmüller H. Beise Thomas Stifter D. Stricker 17 43 0 10 Jan 2020
Synthetic Data for Deep Learning Sergey I. Nikolenko 44 348 0 25 Sep 2019
Fully Convolutional Adaptation Networks for Semantic Segmentation Yiheng Zhang Zhaofan Qiu Ting Yao Dong Liu Tao Mei SSeg OOD 158 349 0 23 Apr 2018
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Adam Paszke Abhishek Chaurasia Sangpil Kim Eugenio Culurciello SSeg 216 2,056 0 07 Jun 2016