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1709.00029
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EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification
31 August 2017
P. Helber
B. Bischke
Andreas Dengel
Damian Borth
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Github (455★)
Papers citing
"EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification"
50 / 1,073 papers shown
CALIP: Zero-Shot Enhancement of CLIP with Parameter-free Attention
AAAI Conference on Artificial Intelligence (AAAI), 2022
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Renrui Zhang
Longtian Qiu
Xianzheng Ma
Xupeng Miao
Xuming He
Tengjiao Wang
VLM
AAML
227
164
0
28 Sep 2022
Revisiting Few-Shot Learning from a Causal Perspective
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2022
Guoliang Lin
Yongheng Xu
Hanjiang Lai
Jian Yin
CML
411
8
0
28 Sep 2022
Improving Image Clustering through Sample Ranking and Its Application to remote--sensing images
Remote Sensing (RS), 2022
Qing Li
Guoping Qiu
208
2
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26 Sep 2022
Collaboration of Pre-trained Models Makes Better Few-shot Learner
Renrui Zhang
Bohao Li
Wei Zhang
Hao Dong
Jiaming Song
Shiyang Feng
Yu Qiao
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235
8
0
25 Sep 2022
The Geometry of Self-supervised Learning Models and its Impact on Transfer Learning
Romain Cosentino
Sarath Shekkizhar
Mahdi Soltanolkotabi
A. Avestimehr
Antonio Ortega
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179
10
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18 Sep 2022
Top-Tuning: a study on transfer learning for an efficient alternative to fine tuning for image classification with fast kernel methods
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P. D. Alfano
Vito Paolo Pastore
Lorenzo Rosasco
Francesca Odone
193
10
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16 Sep 2022
Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models
Neural Information Processing Systems (NeurIPS), 2022
Manli Shu
Weili Nie
De-An Huang
Zhiding Yu
Tom Goldstein
Anima Anandkumar
Chaowei Xiao
VLM
VPVLM
534
436
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15 Sep 2022
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems
Andrea Gesmundo
228
23
0
15 Sep 2022
Prompt Tuning with Soft Context Sharing for Vision-Language Models
Neurocomputing (Neurocomputing), 2022
Kun Ding
Ying Wang
Pengzhang Liu
Qiang Yu
Hao Zhang
Shiming Xiang
Chunhong Pan
VPVLM
VLM
266
20
0
29 Aug 2022
Dual Modality Prompt Tuning for Vision-Language Pre-Trained Model
IEEE transactions on multimedia (IEEE TMM), 2022
Yinghui Xing
Qirui Wu
De Cheng
Shizhou Zhang
Guoqiang Liang
Peng Wang
Yanning Zhang
VLM
VPVLM
334
90
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17 Aug 2022
Cross-Domain Few-Shot Classification via Inter-Source Stylization
International Conference on Information Photonics (ICIP), 2022
Huali Xu
Shuaifeng Zhi
Tianpeng Liu
348
7
0
17 Aug 2022
Granular Directed Rough Sets, Concept Organization and Soft Clustering
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59
0
0
13 Aug 2022
USB: A Unified Semi-supervised Learning Benchmark for Classification
Neural Information Processing Systems (NeurIPS), 2022
Yidong Wang
Hao Chen
Yue Fan
Wangbin Sun
R. Tao
...
T. Shinozaki
Bernt Schiele
Yongfeng Zhang
Xingxu Xie
Yue Zhang
329
136
0
12 Aug 2022
Patching open-vocabulary models by interpolating weights
Neural Information Processing Systems (NeurIPS), 2022
Gabriel Ilharco
Mitchell Wortsman
S. Gadre
Shuran Song
Hannaneh Hajishirzi
Simon Kornblith
Ali Farhadi
Ludwig Schmidt
VLM
KELM
343
202
0
10 Aug 2022
Augmentation Learning for Semi-Supervised Classification
German Conference on Pattern Recognition (GCPR), 2022
Tim Frommknecht
Pedro Alves Zipf
Quanfu Fan
Nina Shvetsova
Hilde Kuehne
114
2
0
03 Aug 2022
Image Augmentation for Satellite Images
Oluwadara Adedeji
Peter Owoade
Op Ajayi
Olayiwola F Arowolo
152
15
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29 Jul 2022
Learning Visual Representation from Modality-Shared Contrastive Language-Image Pre-training
European Conference on Computer Vision (ECCV), 2022
Haoxuan You
Luowei Zhou
Bin Xiao
Noel Codella
Yu Cheng
Ruochen Xu
Shih-Fu Chang
Lu Yuan
CLIP
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209
54
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26 Jul 2022
METER-ML: A Multi-Sensor Earth Observation Benchmark for Automated Methane Source Mapping
B. Zhu
Nicholas Lui
Jeremy Irvin
Jimmy Le
Sahil Tadwalkar
Chenghao Wang
Zutao Ouyang
Frankie Y. Liu
Andrew Y. Ng
R. Jackson
218
22
0
22 Jul 2022
TinyViT: Fast Pretraining Distillation for Small Vision Transformers
European Conference on Computer Vision (ECCV), 2022
Kan Wu
Jinnian Zhang
Houwen Peng
Xiyang Dai
Bin Xiao
Jianlong Fu
Lu Yuan
ViT
255
386
0
21 Jul 2022
Land Classification in Satellite Images by Injecting Traditional Features to CNN Models
Remote Sensing Letters (Remote Sens. Lett.), 2022
Mehmet Çağrı Aksoy
B. Sirmaçek
Cem Ünsalan
117
6
0
21 Jul 2022
Tip-Adapter: Training-free Adaption of CLIP for Few-shot Classification
European Conference on Computer Vision (ECCV), 2022
Renrui Zhang
Zhang Wei
Rongyao Fang
Shiyang Feng
Kunchang Li
Jifeng Dai
Yu Qiao
Jiaming Song
VLM
384
456
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19 Jul 2022
Bounding generalization error with input compression: An empirical study with infinite-width networks
A. Galloway
A. Golubeva
Mahmoud Salem
Mihai Nica
Yani Andrew Ioannou
Graham W. Taylor
MLT
AI4CE
204
5
0
19 Jul 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery
Neural Information Processing Systems (NeurIPS), 2022
Yezhen Cong
Samarth Khanna
Chenlin Meng
Patrick Liu
Erik Rozi
Yutong He
Marshall Burke
David B. Lobell
Stefano Ermon
ViT
470
408
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17 Jul 2022
Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image Classification
Isprs Journal of Photogrammetry and Remote Sensing (JIPRS), 2022
I. Dimitrovski
Ivan Kitanovski
D. Kocev
Nikola Simidjievski
VLM
235
94
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14 Jul 2022
Convolutional Bypasses Are Better Vision Transformer Adapters
European Conference on Artificial Intelligence (ECAI), 2022
Shibo Jie
Zhi-Hong Deng
VPVLM
264
159
0
14 Jul 2022
Self-supervised Learning with Local Contrastive Loss for Detection and Semantic Segmentation
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Ashraful Islam
Bengt Lundell
H. Sawhney
Sudipta N. Sinha
Peter Morales
Richard J. Radke
SSL
191
11
0
10 Jul 2022
No Reason for No Supervision: Improved Generalization in Supervised Models
International Conference on Learning Representations (ICLR), 2022
Mert Bulent Sariyildiz
Yannis Kalantidis
Alahari Karteek
Diane Larlus
SSL
OOD
LRM
193
35
0
30 Jun 2022
Bridging Mean-Field Games and Normalizing Flows with Trajectory Regularization
Journal of Computational Physics (JCP), 2022
Han Huang
Jiajia Yu
Jie Chen
Rongjie Lai
AI4CE
189
23
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30 Jun 2022
Guillotine Regularization: Why removing layers is needed to improve generalization in Self-Supervised Learning
Florian Bordes
Randall Balestriero
Q. Garrido
Adrien Bardes
Pascal Vincent
281
30
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27 Jun 2022
Self-supervised Learning in Remote Sensing: A Review
IEEE Geoscience and Remote Sensing Magazine (GRSM), 2022
Yi Wang
C. Albrecht
Nassim Ait Ali Braham
Lichao Mou
Xiao Xiang Zhu
425
292
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27 Jun 2022
FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification
International Conference on Learning Representations (ICLR), 2022
Aliaksandra Shysheya
J. Bronskill
Massimiliano Patacchiola
Sebastian Nowozin
Richard Turner
3DH
FedML
253
35
0
17 Jun 2022
Zero-Shot AutoML with Pretrained Models
International Conference on Machine Learning (ICML), 2022
Ekrem Öztürk
Fabio Ferreira
H. Jomaa
Lars Schmidt-Thieme
Josif Grabocka
Katharina Eggensperger
VLM
264
16
0
16 Jun 2022
Self-Supervised Pretraining for Differentially Private Learning
Arash Asadian
Evan Weidner
Lei Jiang
PICV
215
3
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14 Jun 2022
Transductive CLIP with Class-Conditional Contrastive Learning
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Junchu Huang
Weijie Chen
Shicai Yang
Di Xie
Shiliang Pu
Yueting Zhuang
VLM
BDL
NoLa
169
6
0
13 Jun 2022
Neural Prompt Search
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Yuanhan Zhang
Kaiyang Zhou
Ziwei Liu
VPVLM
VLM
371
173
0
09 Jun 2022
POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples
Neural Information Processing Systems (NeurIPS), 2022
Duong H. Le
Khoi Duc Minh Nguyen
Khoi Nguyen
Quoc-Huy Tran
Rang Nguyen
Binh-Son Hua
OODD
177
41
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08 Jun 2022
Hub-Pathway: Transfer Learning from A Hub of Pre-trained Models
Neural Information Processing Systems (NeurIPS), 2022
Yang Shu
Zhangjie Cao
Ziyang Zhang
Jianmin Wang
Mingsheng Long
237
6
0
08 Jun 2022
Prompt-aligned Gradient for Prompt Tuning
IEEE International Conference on Computer Vision (ICCV), 2022
B. Zhu
Yulei Niu
Yucheng Han
Yuehua Wu
Hanwang Zhang
VLM
727
418
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30 May 2022
SupMAE: Supervised Masked Autoencoders Are Efficient Vision Learners
Feng Liang
Yangguang Li
Diana Marculescu
SSL
TPM
ViT
295
26
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28 May 2022
An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems
Andrea Gesmundo
J. Dean
563
29
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25 May 2022
Supporting Vision-Language Model Inference with Confounder-pruning Knowledge Prompt
Jiangmeng Li
Wenyi Mo
Jingyao Wang
Fuchun Sun
Changwen Zheng
Hui Xiong
Ji-Rong Wen
VLM
216
0
0
23 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities
ACM Computing Surveys (ACM CSUR), 2022
Yisheng Song
Ting-Yuan Wang
S. Mondal
J. P. Sahoo
SLR
368
562
0
13 May 2022
How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation
Yujin Kim
Jaehoon Oh
Sungnyun Kim
Se-Young Yun
279
10
0
13 May 2022
PoisonedEncoder: Poisoning the Unlabeled Pre-training Data in Contrastive Learning
USENIX Security Symposium (USENIX Security), 2022
Hongbin Liu
Jinyuan Jia
Neil Zhenqiang Gong
275
41
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13 May 2022
ReFine: Re-randomization before Fine-tuning for Cross-domain Few-shot Learning
International Conference on Information and Knowledge Management (CIKM), 2022
Jaehoon Oh
Sungnyun Kim
Namgyu Ho
Jin-Hwa Kim
Hwanjun Song
Se-Young Yun
240
11
0
11 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2022
P. Jain
Bianca Schoen-Phelan
R. Ross
179
47
0
04 May 2022
On the generalization capabilities of FSL methods through domain adaptation: a case study in endoscopic kidney stone image classification
Mexican International Conference on Artificial Intelligence (MICAI), 2022
M. Mendez-Ruiz
F. Lopez-Tiro
Jonathan El Beze
V. Estrade
Gilberto Ochoa-Ruiz
Jacques Hubert
Andres Mendez-Vazquez
Christian Daul
OOD
102
9
0
02 May 2022
K-LITE: Learning Transferable Visual Models with External Knowledge
Neural Information Processing Systems (NeurIPS), 2022
Sheng Shen
Chunyuan Li
Xiaowei Hu
Jianwei Yang
Yujia Xie
...
Ce Liu
Kurt Keutzer
Trevor Darrell
Anna Rohrbach
Jianfeng Gao
CLIP
VLM
186
96
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20 Apr 2022
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models
Neural Information Processing Systems (NeurIPS), 2022
Chunyuan Li
Haotian Liu
Liunian Harold Li
Pengchuan Zhang
J. Aneja
...
Ping Jin
Houdong Hu
Zicheng Liu
Yong Jae Lee
Jianfeng Gao
289
177
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19 Apr 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2022
Chao Tao
Ji Qi
Guo Zhang
Qing Zhu
Weipeng Lu
Haifeng Li
255
65
0
10 Apr 2022
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