Leaderboards/Digital Media Forensic Detection

Digital Media Forensic Detection

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Honggu Liu
China Mobile (China)
2
Damien Dablain
University of Notre Dame
3
Yuchen Luo
Shanghai Jiao Tong University
4
Paul Bergmann
Technical University of Munich
5
Zhikang Liu
University of Science and Technology of China
6
Gwanghyun Kim
Seoul National University
7
Danlan Huang
Beijing University of Posts and Telecommunications
8
Kaede Shiohara
The University of Tokyo
9
Chuangchuang Tan
Beijing Jiaotong University
10
Myung-Joon Kwon
Korea Advanced Institute of Science and Technology

Rising Stars Papers

1
Rethinking the Up-Sampling Operations in CNN-Based Generative Network for Generalizable Deepfake Detection
Unknown Journal|2024
139 cit.
2
Frequency-Aware Deepfake Detection: Improving Generalizability through Frequency Space Domain Learning
Proceedings of the AAAI Conference on Artificial Intelligence|2024
131 cit.
3
C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake Detection
Proceedings of the AAAI Conference on Artificial Intelligence|2025
17 cit.
4
Face2Diffusion for Fast and Editable Face Personalization
Unknown Journal|2024
15 cit.
5
Towards a holistic view of bias in machine learning: bridging algorithmic fairness and imbalanced learning
Discover Data|2024
13 cit.
6
SAFIRE: Segment Any Forged Image Region
Proceedings of the AAAI Conference on Artificial Intelligence|2025
12 cit.
7
Understanding imbalanced data: XAI & interpretable ML framework
Machine Learning|2024
11 cit.
8
OpenAnimalTracks: A Dataset for Animal Track Recognition
Unknown Journal|2024
9 cit.
9
Wi-locind: Location-Independent Respiration Sensing Based on WIFI CSI
Unknown Journal|2024
1 cit.
10
Wi-Mapping: A WiFi-based Respiration Detection System Using Complex Plane Mapping
Unknown Journal|2024
1 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Stephen Paul Smolley
Hatch (Canada)
2
Alexander Lerchner
Google (United States)
3
Zhangyang Wang
The University of Texas at Austin
4
Gopi Battineni
Università di Camerino
5
Amine Khaldi
Laboratoire de Mathématiques d'Orsay
6
Khan Muhammad
Sungkyunkwan University
7
Ziwei Liu
Nanyang Technological University
8
Mohamed M. Foaud
Zagazig University
9
Salah Euschi
University of Ouargla
10
Brendan Halloran
University of Wollongong

Emerging Leaders Papers

1
Learning to Prompt for Vision-Language Models
International Journal of Computer Vision|2022
2.7k cit.
2
Conditional Prompt Learning for Vision-Language Models
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
1.5k cit.
3
Generalized Out-of-Distribution Detection: A Survey
International Journal of Computer Vision|2024
422 cit.
4
MotionDiffuse: Text-Driven Human Motion Generation With Diffusion Model
IEEE Transactions on Pattern Analysis and Machine Intelligence|2024
251 cit.
5
Class-Incremental Learning: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence|2024
221 cit.
6
VBench: Comprehensive Benchmark Suite for Video Generative Models
Unknown Journal|2024
221 cit.
7
SparseNeRF: Distilling Depth Ranking for Few-shot Novel View Synthesis
Unknown Journal|2023
206 cit.
8
AvatarCLIP
ACM Transactions on Graphics|2022
203 cit.
9
Vision-Based Semantic Segmentation in Scene Understanding for Autonomous Driving: Recent Achievements, Challenges, and Outlooks
IEEE Transactions on Intelligent Transportation Systems|2022
193 cit.
10
Deep neural networks in the cloud: Review, applications, challenges and research directions
Neurocomputing|2023
181 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Jessica Fridrich
Binghamton University
2
Jiwu Huang
Shenzhen MSU-BIT University
3
Hany Farid
University of California, Berkeley
4
Siwei Lyu
Buffalo State University
5
Yun-Qing Shi
New Jersey Institute of Technology
6
Nenghai Yu
University of Science and Technology of China
7
Edward J. Delp
Purdue University West Lafayette
8
Nasir Memon
New York University
9
Sepp Hochreiter
Johannes Kepler University of Linz
10
Bryan Catanzaro
Nvidia (United States)

Current Senior Leaders Papers

1
Long Short-Term Memory
Neural Computation|1997
98.1k cit.
2
GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium
arXiv (Cornell University)|2017
4.5k cit.
3
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs
Unknown Journal|2018
4.4k cit.
4
The Vanishing Gradient Problem During Learning Recurrent Neural Nets and Problem Solutions
International Journal of Uncertainty Fuzziness and Knowledge-Based Systems|1998
2.9k cit.
5
Rich Models for Steganalysis of Digital Images
IEEE Transactions on Information Forensics and Security|2012
2.1k cit.
6
Celeb-DF: A Large-Scale Challenging Dataset for DeepFake Forensics
Unknown Journal|2020
1.6k cit.
7
Deepfake Video Detection Using Recurrent Neural Networks
Unknown Journal|2018
1.2k cit.
8
Exposing Deep Fakes Using Inconsistent Head Poses
Unknown Journal|2019
1.1k cit.
9
DeepTox: Toxicity Prediction using Deep Learning
Frontiers in Environmental Science|2016
1k cit.
10
The accuracy, fairness, and limits of predicting recidivism
Science Advances|2018
1k cit.

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