Leaderboards/Domain Adaptation and Few-Shot Learning

Domain Adaptation and Few-Shot Learning

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Ze Liu
University of Science and Technology of China
2
Zhuang Liu
Dongbei University of Finance and Economics
3
Mathilde Caron
Meta (Israel)
4
Wenhai Wang
Zhejiang University
5
Catherine Wah
University of California, San Diego
6
Sixiao Zheng
Fudan University
7
Xinlei Chen
Nanjing University of Information Science and Technology
8
Xiaohan Ding
Tsinghua University
9
Chun-Fu Richard Chen
Georgia Institute of Technology
10
Zhenda Xie
Tsinghua University

Rising Stars Papers

1
Caltech-UCSD Birds-200-2011 Dataset
CaltechAUTHORS (California Institute of Technology)|2024
3.9k cit.
2
The impact of bank fintech on ESG greenwashing
Finance research letters|2024
77 cit.
3
Substantive response or strategic response? The induced green innovation effects of carbon prices
International Review of Financial Analysis|2024
67 cit.
4
Inclusive FinTech, open banking, and bank performance: evidence from China
Financial Innovation|2024
17 cit.
5
Detection of SARS-CoV-2 using machine learning-enabled paper-assisted ratiometric fluorescent sensors based on target-induced magnetic DNAzyme
Biosensors and Bioelectronics|2024
16 cit.
6
The risk management effect of bank fintech: Evidence from stock price crash risk
International Review of Financial Analysis|2025
11 cit.
7
Tram: A Token-level Retrieval-augmented Mechanism for Source Code Summarization
Unknown Journal|2024
8 cit.
8
Intelligent quantitative recognition of SARS-CoV-2 using machine learning-based ratiometric fluorescent paper sensors of metal-organic framework Al3+/Au NCs@ZIF-90
Chemical Engineering Journal|2025
8 cit.
9
ContextualStory: Consistent Visual Storytelling with Spatially-Enhanced and Storyline Context
Proceedings of the AAAI Conference on Artificial Intelligence|2025
7 cit.
10
Propagation of auto-focusing hypergeometric Gaussian beams along a slant path in oceanic turbulence
Journal of the Optical Society of America A|2024
6 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Kaiming He
Guangdong Academy of Medical Sciences
2
Alexander A. Alemi
Google (United States)
3
Armand Joulin
Meta (Israel)
4
Ziwei Liu
Nanyang Technological University
5
I-Hau Yeh
ELAN Microelectronics (Taiwan)
6
Xuelong Li
China Telecom (China)
7
Lucas Beyer
HTWG Hochschule Konstanz - Technik, Wirtschaft und Gestaltung
8
Han Hu
Microsoft Research Asia (China)
9
Richard Socher
Princeton University
10
Rameswar Panda
IBM (United States)

Emerging Leaders Papers

1
Learning to Prompt for Vision-Language Models
International Journal of Computer Vision|2022
2.7k cit.
2
Video Swin Transformer
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
1.9k cit.
3
Conditional Prompt Learning for Vision-Language Models
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
1.5k cit.
4
SimMIM: a Simple Framework for Masked Image Modeling
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
1.1k cit.
5
Scaling Vision Transformers
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
786 cit.
6
Sigmoid Loss for Language Image Pre-Training
Unknown Journal|2023
634 cit.
7
Generalized Out-of-Distribution Detection: A Survey
International Journal of Computer Vision|2024
422 cit.
8
LiT: Zero-Shot Transfer with Locked-image text Tuning
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
352 cit.
9
GS-SLAM: Dense Visual SLAM with 3D Gaussian Splatting
Unknown Journal|2024
284 cit.
10
MotionDiffuse: Text-Driven Human Motion Generation With Diffusion Model
IEEE Transactions on Pattern Analysis and Machine Intelligence|2024
251 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Jian Sun
Southeast University
2
Jürgen Schmidhuber
Dalle Molle Institute for Artificial Intelligence Research
3
Geoffrey E. Hinton
University of Toronto
4
Andrew Rabinovich
Magic Leap (United States)
5
Jitendra Malik
Berkeley College
6
Andrew Zisserman
University of Oxford
7
Baining Guo
Microsoft Research Asia (China)
8
Trevor Darrell
Berkeley College
9
Qiang Yang
Beijing Institute of Petrochemical Technology
10
Dhruv Batra
Georgia Institute of Technology

Current Senior Leaders Papers

1
Deep Residual Learning for Image Recognition
Unknown Journal|2016
222.1k cit.
2
Long Short-Term Memory
Neural Computation|1997
98.1k cit.
3
ImageNet classification with deep convolutional neural networks
Communications of the ACM|2017
75.7k cit.
4
Very Deep Convolutional Networks for Large-Scale Image Recognition
arXiv (Cornell University)|2014
75.5k cit.
5
Going deeper with convolutions
Unknown Journal|2015
46.8k cit.
6
Visualizing Data using t-SNE
Journal of Machine Learning Research|2008
35.7k cit.
7
Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation
Unknown Journal|2014
31.8k cit.
8
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
2021 IEEE/CVF International Conference on Computer Vision (ICCV)|2021
30.1k cit.
9
A Survey on Transfer Learning
IEEE Transactions on Knowledge and Data Engineering|2009
23.2k cit.
10
Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization
Unknown Journal|2017
21.6k cit.

Reagents for Domain Adaptation and Few-Shot Learning

Citation-validated products used in this field

🔥 Trending

Gaining adoption fast

⭐ Top Rated

Best all-around

Cell Signaling TechnologyEvidence 68

PathScan® Total Akt1 Chemiluminescent Sandwich ELISA Kit

#7132$66,129,740
View Evidence →
Cell Signaling TechnologyEvidence 67

PA28 gamma Antibody

#2412$317
View Evidence →
Cell Signaling TechnologyEvidence 64

Phospho-Akt Substrate (RXXS*/T*) (110B7E) Rabbit Monoclonal Antibody (Sepharose® Bead Conjugate)

#9646$493
View Evidence →

🌟 All-Time

Most validated

Cell Signaling TechnologyEvidence 67

BLNK (D3P2H) Rabbit Monoclonal Antibody (PE Conjugate)

#48947$465
View Evidence →
Cell Signaling TechnologyEvidence 66

PAF1 (D9G9X) Rabbit Monoclonal Antibody

#12883$161,351
View Evidence →
Cell Signaling TechnologyEvidence 65

HTRA1/PRSS11 (F5F1P) Rabbit Monoclonal Antibody (BSA and Azide Free)

#55142$865
View Evidence →