Data Augmentation in Earth Observation: A Diffusion Model Approach

10 June 2024

Papers citing "Data Augmentation in Earth Observation: A Diffusion Model Approach"

30 / 30 papers shown

Title
Synthetic Data Augmentation for Enhancing Harmful Algal Bloom Detection with Machine Learning Tianyi Huang 92 0 0 05 Mar 2025
Rethinking FID: Towards a Better Evaluation Metric for Image Generation Sadeep Jayasumana Srikumar Ramalingam Andreas Veit Daniel Glasner Ayan Chakrabarti Sanjiv Kumar EGVM 38 144 0 30 Nov 2023
There Are No Data Like More Data- Datasets for Deep Learning in Earth Observation Michael Schmitt S. A. Ahmadi Yonghao Xu G. Taşkın Ujjwal Verma F. Sica Ronny Hansch 42 24 0 30 Oct 2023
RSDiff: Remote Sensing Image Generation from Text Using Diffusion Model A. Sebaq Mohamed ElHelw DiffM 123 24 0 03 Sep 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 91 1,977 0 11 May 2023
Synthetic Data from Diffusion Models Improves ImageNet Classification Shekoofeh Azizi Simon Kornblith Chitwan Saharia Mohammad Norouzi David J. Fleet VLM DiffM 82 311 0 17 Apr 2023
Effective Data Augmentation With Diffusion Models Brandon Trabucco Kyle Doherty Max Gurinas Ruslan Salakhutdinov DiffM VLM 77 249 0 07 Feb 2023
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation Nataniel Ruiz Yuanzhen Li Varun Jampani Yael Pritch Michael Rubinstein Kfir Aberman 241 2,832 0 25 Aug 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 150 3,858 0 26 Jul 2022
CogView2: Faster and Better Text-to-Image Generation via Hierarchical Transformers Ming Ding Wendi Zheng Wenyi Hong Jie Tang VLM 79 328 0 28 Apr 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 231 30,089 0 01 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 490 4,324 0 28 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 353 15,373 0 20 Dec 2021
Data Augmentation Can Improve Robustness Sylvestre-Alvise Rebuffi Sven Gowal D. A. Calian Florian Stimberg Olivia Wiles Timothy A. Mann AAML 53 285 0 09 Nov 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 371 10,273 0 17 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 178 7,765 0 11 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 812 29,167 0 26 Feb 2021
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 490 17,888 0 19 Jun 2020
An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow Mohamed Abdelhack ViT 23 11 0 30 Mar 2020
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dan Hendrycks Norman Mu E. D. Cubuk Barret Zoph Justin Gilmer Balaji Lakshminarayanan OOD UQCV 97 1,299 0 05 Dec 2019
SEN12MS -- A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion M. Schmitt Lloyd H. Hughes C. Qiu Xiaoxiang Zhu 51 255 0 18 Jun 2019
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding Gencer Sumbul Marcela Charfuelan Begüm Demir Volker Markl 89 451 0 16 Feb 2019
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 237 5,381 0 28 Sep 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 118 1,771 0 24 May 2018
Exploring Models and Data for Remote Sensing Image Caption Generation Xiaoqiang Lu Binqiang Wang Xiangtao Zheng Xuelong Li 59 470 0 21 Dec 2017
The Effectiveness of Data Augmentation in Image Classification using Deep Learning Luis Perez Jason Wang 77 2,782 0 13 Dec 2017
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification P. Helber B. Bischke Andreas Dengel Damian Borth 125 1,811 0 31 Aug 2017
HyperNetworks David R Ha Andrew M. Dai Quoc V. Le 128 1,622 0 27 Sep 2016
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 240 10,674 0 15 Sep 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.6K 76,917 0 18 May 2015