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Top 8 synthetic-dataset-generation open source projects

recurrent-defocus-deblurring-synth-dual-pixel

Reference github repository for the paper "Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data". We propose a procedure to generate realistic DP data synthetically. Our synthesis approach mimics the optical image formation found on DP sensors and can be applied to virtual scenes rendered with standard computer software. Lev…

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python deep-neural-networks computer-vision deep-learning recurrent-neural-networks dataset deeplearning datasets computational-photography autofocus synthetic-data depth-of-field synthetic-dataset-generation defocus-blur defocus-deblurring dual-pixel

OpenRooms

This is the dataset and code release of the OpenRooms Dataset. For more information, please refer to our webpage below. Thanks a lot for your interest in our research!

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robotics synthetic-dataset-generation inverse-rendering scene-understanding

augraphy

Augmentation pipeline for rendering synthetic paper printing, faxing, scanning and copy machine processes

✭ 49

python machine-learning deep-neural-networks image-processing data-augmentation data-pipeline synthetic-data training-data synthetic-dataset-generation augmentation-pipeline crappification

LegoBrickClassification

Repository to identify Lego bricks automatically only using images

✭ 57

python dataset image-classification lego transfer-learning synthetic-dataset-generation

IBMGenerator

IBM Synthetic Data Generator for Itemsets and Sequences

✭ 20

C++synthetic-dataset-generation sequence-mining itemset-mining sequence-datasets

multi-task-defocus-deblurring-dual-pixel-nimat

Reference github repository for the paper "Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning". We propose a single-image deblurring network that incorporates the two sub-aperture views into a multitask framework. Specifically, we show that jointly learning to predict the two DP views from a single …

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python deep-neural-networks computer-vision deep-learning dataset deeplearning datasets computational-photography autofocus synthetic-data depth-of-field synthetic-dataset-generation defocus-blur defocus-deblurring dual-pixel image-motion nimat-effect

mtss-gan

MTSS-GAN: Multivariate Time Series Simulation with Generative Adversarial Networks (by @firmai)

✭ 77

finance time-series simulation generative-adversarial-network stress-test similarity-measures multivariate-data model-validation synthetic-data multivariate-timeseries synthetic-dataset-generation adverserial

DeFMO

[CVPR 2021] DeFMO: Deblurring and Shape Recovery of Fast Moving Objects

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python shell deep-learning dataset semi-supervised-learning motion-blur deblurring synthetic-dataset-generation disentangled-representations temporal-super-resolution cvpr2021 fast-moving-objects

1-8 of 8 synthetic-dataset-generation projects