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On the Opportunities and Challenges of Foundation Models for Geospatial
  Artificial Intelligence

On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence

13 April 2023
Gengchen Mai
Weiming Huang
Jin Sun
Suhang Song
Deepak Mishra
Ninghao Liu
Song Gao
Tianming Liu
Gao Cong
Yingjie Hu
Chris Cundy
Ziyuan Li
Rui Zhu
Ni Lao
    AI4CE
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Papers citing "On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence"

21 / 71 papers shown
Title
RemoteCLIP: A Vision Language Foundation Model for Remote Sensing
RemoteCLIP: A Vision Language Foundation Model for Remote Sensing
F. Liu
Delong Chen
Zhan-Rong Guan
Xiaocong Zhou
Jiale Zhu
Qiaolin Ye
Liyong Fu
Jun Zhou
VLM
66
188
0
19 Jun 2023
AD-AutoGPT: An Autonomous GPT for Alzheimer's Disease Infodemiology
AD-AutoGPT: An Autonomous GPT for Alzheimer's Disease Infodemiology
Haixing Dai
Yiwei Li
Zheng Liu
Lin Zhao
Zihao Wu
...
Quanzheng Li
Zhuo Chen
D. Zhang
Gengchen Mai
Tianming Liu
LM&MA
39
28
0
16 Jun 2023
K2: A Foundation Language Model for Geoscience Knowledge Understanding
  and Utilization
K2: A Foundation Language Model for Geoscience Knowledge Understanding and Utilization
Cheng Deng
Tianhang Zhang
Zhongmou He
Yi Xu
Qiyuan Chen
...
Weinan Zhang
Xinbing Wang
Cheng Zhou
Zhouhan Lin
Junxian He
ALM
25
61
0
08 Jun 2023
Understanding Place Identity with Generative AI
Understanding Place Identity with Generative AI
Kee Moon Jang
Junda Chen
Yuhao Kang
Junghwan Kim
Jinhyung Lee
Fábio Duarte
14
9
0
07 Jun 2023
Domain Specialization as the Key to Make Large Language Models
  Disruptive: A Comprehensive Survey
Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey
Chen Ling
Xujiang Zhao
Jiaying Lu
Chengyuan Deng
Can Zheng
...
Chris White
Quanquan Gu
Jian Pei
Carl Yang
Liang Zhao
ALM
16
125
0
30 May 2023
Revisiting pre-trained remote sensing model benchmarks: resizing and
  normalization matters
Revisiting pre-trained remote sensing model benchmarks: resizing and normalization matters
Isaac Corley
Caleb Robinson
Rahul Dodhia
J. L. Ferres
Peyman Najafirad
39
14
0
22 May 2023
ProgSG: Cross-Modality Representation Learning for Programs in Electronic Design Automation
Yunsheng Bai
Atefeh Sohrabizadeh
Zongyue Qin
Ziniu Hu
Yizhou Sun
Jason Cong
13
1
0
18 May 2023
Autonomous GIS: the next-generation AI-powered GIS
Autonomous GIS: the next-generation AI-powered GIS
Zhenlong Li
H. Ning
SyDa
LLMAG
12
73
0
10 May 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for
  Geospatial-Visual Representations
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations
Gengchen Mai
Ni Lao
Yutong He
Jiaming Song
Stefano Ermon
75
53
0
01 May 2023
AGI: Artificial General Intelligence for Education
AGI: Artificial General Intelligence for Education
Ehsan Latif
Gengchen Mai
Matthew Nyaaba
Xuansheng Wu
Ninghao Liu
Guoyu Lu
Sheng R. Li
Tianming Liu
Xiaoming Zhai
ELM
AI4CE
16
21
0
24 Apr 2023
The Ethics of AI-Generated Maps: A Study of DALLE 2 and Implications for
  Cartography
The Ethics of AI-Generated Maps: A Study of DALLE 2 and Implications for Cartography
Yuhao Kang
Qianheng Zhang
Robert E. Roth
15
15
0
21 Apr 2023
Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided
  Visual Foundation Models
Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided Visual Foundation Models
Jielu Zhang
Zhongliang Zhou
Gengchen Mai
Lan Mu
Mengxuan Hu
Sheng R. Li
VLM
26
43
0
20 Apr 2023
Training language models to follow instructions with human feedback
Training language models to follow instructions with human feedback
Long Ouyang
Jeff Wu
Xu Jiang
Diogo Almeida
Carroll L. Wainwright
...
Amanda Askell
Peter Welinder
Paul Christiano
Jan Leike
Ryan J. Lowe
OSLM
ALM
303
11,730
0
04 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified
  Vision-Language Understanding and Generation
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
Junnan Li
Dongxu Li
Caiming Xiong
S. Hoi
MLLM
BDL
VLM
CLIP
388
4,010
0
28 Jan 2022
A Review of Location Encoding for GeoAI: Methods and Applications
A Review of Location Encoding for GeoAI: Methods and Applications
Gengchen Mai
K. Janowicz
Yingjie Hu
Song Gao
Bo Yan
Rui Zhu
Ling Cai
Ni Lao
64
113
0
07 Nov 2021
MLP-Mixer: An all-MLP Architecture for Vision
MLP-Mixer: An all-MLP Architecture for Vision
Ilya O. Tolstikhin
N. Houlsby
Alexander Kolesnikov
Lucas Beyer
Xiaohua Zhai
...
Andreas Steiner
Daniel Keysers
Jakob Uszkoreit
Mario Lucic
Alexey Dosovitskiy
239
2,554
0
04 May 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw
  Video, Audio and Text
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text
Hassan Akbari
Liangzhe Yuan
Rui Qian
Wei-Hong Chuang
Shih-Fu Chang
Yin Cui
Boqing Gong
ViT
234
573
0
22 Apr 2021
A Generalizable and Accessible Approach to Machine Learning with Global
  Satellite Imagery
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery
Esther Rolf
J. Proctor
T. Carleton
I. Bolliger
Vaishaal Shankar
Miyabi Ishihara
Benjamin Recht
S. Hsiang
80
116
0
16 Oct 2020
Scaling Laws for Neural Language Models
Scaling Laws for Neural Language Models
Jared Kaplan
Sam McCandlish
T. Henighan
Tom B. Brown
B. Chess
R. Child
Scott Gray
Alec Radford
Jeff Wu
Dario Amodei
226
4,424
0
23 Jan 2020
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
262
10,183
0
12 Dec 2018
Densely Connected Convolutional Networks
Densely Connected Convolutional Networks
Gao Huang
Zhuang Liu
L. V. D. van der Maaten
Kilian Q. Weinberger
PINN
3DV
244
35,884
0
25 Aug 2016
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