Image: Kaggle competition pageKaggle · 2020
Deepfake Detection Challenge
Identify videos with facial or voice manipulations
- Placements
- 6
- Teams
- 2,114
- Prize pool
- $1,000,000
Adoption evidence
Illustrative imagePhoto: Please donation on Pexels 
Classified public GitHub repositories313Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations38Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records3Released-package competition records tagged to this vertical.View evidence 
Verified Hugging Face artifacts7Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence
Vertical evidence
Albumentations evidence in Security and biometrics
Biometrics, identity verification, re-identification, liveness, and visual security.
This page keeps broad public-source counts distinct from the named records below. They describe public evidence, not companies, customers, production deployments, or commercial licenses.
Classified public GitHub repositories313Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations38Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records3Released-package competition records tagged to this vertical.View evidence Verified Hugging Face artifacts7Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence ML competitions
Winning solutions in Security and biometrics
Each competition keeps placement-level public sources and a source image linked back to the competition provider.
Image: Kaggle competition page
Image: Kaggle competition pageKaggle · 2020
ALASKA2 Image Steganalysis
Detect secret data hidden within digital images
- Placements
- 2
- Teams
- 1,095
- Prize pool
- $25,000
Image: Kaggle competition pageKaggle · 2026
Recod.ai/LUC - Scientific Image Forgery Detection
Develop methods that can accurately detect and segment copy-move forgeries within biomedical research images.
- Placements
- 2
- Teams
- 1,192
- Prize pool
- $55,000
Named public records
Inspect the evidence itself
These records are curated examples from the detailed snapshot. Their count can be lower than the broader source count above because the sources are collected and refreshed independently.
Exact public-code imports
Each named record identifies the context of an exact import. An import can appear in source, an example, a test, documentation, or a notebook.
1
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Import in source
deepinsight/insightfaceState-of-the-art 2D and 3D Face Analysis Project
Research citations
A citation establishes research use or discovery. It does not by itself prove a dependency, deployment, endorsement, or commercial license.
38
View 38 named public recordsExpandCollapse
Published 2021
Deepfake detection by human crowds, machines, and machine-informed crowds231 citations to this work.
Published 2022
DeepFake detection algorithm based on improved vision transformer115 citations to this work.
Published 2022
The Face Deepfake Detection Challenge68 citations to this work.
Published 2024
Enhanced deepfake detection with DenseNet and Cross-ViT51 citations to this work.
Published 2022
LBPNet: Exploiting texture descriptor for deepfake detection30 citations to this work.
Published 2023
Quality-Agnostic Deepfake Detection with Intra-model Collaborative Learning30 citations to this work.
Published 2020
Multimodal Approach for DeepFake Detection25 citations to this work.
Published 2023
Improving Accuracy of Face Recognition in the Era of Mask-Wearing: An Evaluation of a Pareto-Optimized FaceNet Model with Data Preprocessing Techniques13 citations to this work.
Published 2023
ClueCatcher: Catching Domain-Wise Independent Clues for Deepfake Detection10 citations to this work.
Published 2023
Adversarial Domain Generalization for Surveillance Face Anti-Spoofing9 citations to this work.
Published 2023
Person re-identification method with Mahalanobis TRM triplet on multi-branch network8 citations to this work.
Published 2023
Reducing false positive rate with the help of scene change indicator in deep learning based real-time face recognition systems6 citations to this work.
Published 2021
Effectiveness of Data Augmentation in Multi-class Face Recognition6 citations to this work.
Published 2021
Leveraging High-Frequency Components for Deepfake Detection6 citations to this work.
Published 2021
Balanced Masked and Standard Face Recognition5 citations to this work.
Published 2022
Facial recognition as a tool to identify Roman emperors: towards a new methodology4 citations to this work.
Published 2024
Efficient Temporally-aware DeepFake Detection using H.264 Motion Vectors4 citations to this work.
Published 2023
FaceMix: Transferring Local Regions for Data Augmentation in Face Recognition3 citations to this work.
Published 2024
Assessing the Performance of Efficient Face Anti-Spoofing Detection Against Physical and Digital Presentation Attacks3 citations to this work.
Published 2022
Analysis of Face Data Augmentation in Various Poses for Face Recognition Model3 citations to this work.
Published 2023
FaceReZero Transformer for Unbiased Occlusion Invariant Deep Face Recognition with Train-Time Augmentations3 citations to this work.
Published 2025
AIM-Bone: Texture Discrepancy Generation and Localization for Generalized Deepfake Detection3 citations to this work.
Published 2024
Optimization of Face Recognition Systems for Implementation in Embedded Systems3 citations to this work.
Published 2025
Synthesizing multilevel abstraction ear sketches for enhanced biometric recognition2 citations to this work.
Published 2025
Interactive dual-branch network based on adversarial knowledge distillation for compressed deepfake detection1 citations to this work.
Published 2023
A Deep Learning based Approach for 3D Mask Face Anti-Spoofing Enhancement1 citations to this work.
Published 2024
Deepfake Detection Using Neural Networks1 citations to this work.
Published 2026
Vehicle Re-identification System using Residual Network with Instance-Batch Normalization1 citations to this work.
Published 2026
Deepfake detection with dual-mode swin transformer: Multi-scale feature learning and local ambiguity mitigation0 citations to this work.
Published 2022
An Efficient Face Recognition System using Deep Transfer Learning0 citations to this work.
Published 2025
Face Recognition System using Fully Homomorphic Encryption0 citations to this work.
Published 2025
Portable Face Recognition for Target Tracking using GPS Integration0 citations to this work.
Published 2025
Deepfake Detection with GenConViT and DeepfakeBenchmark: A Comparative Study on the Deepspeak Dataset0 citations to this work.
Published 2023
CPNet: Covariance-Improved Prototype Network for Limited Samples Masked Face Recognition Using Few-Shot Learning0 citations to this work.
Published 2026
Temporal Attention-Based Shoplifting Detection: Addressing DatasetBias in Surveillance Video Classification0 citations to this work.
Published 2026
Degradation-based augmented training for robust individual animal re-identification0 citations to this work.
Published 2026
CUPID: Reconstructing UV Texture Maps for Interpretable Person-of-Interest Deepfake Detection0 citations to this work.
Published 2026
Patch Ensembles for Robust Salmon Re-Identification with Weak Trajectory Labels0 citations to this work.
Verified Hugging Face artifacts
Each record has public code-use or runtime-dependency evidence. Reference-only cards are not shown here.
7
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Verified runtime dependency · Hugging Face space
chiatx22/face-recognition0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
ericskh2/deepfake-detection-project0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Kaan3535/deepfake-detection-efficientnet0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
malmukhtar/ImageDetection0 public downloads · dependency manifest in app.py
Verified runtime dependency · Hugging Face space
ninjaonsteroids/DeepSecure-AI0 public downloads · python ast import in data/augmentation_utils.py
Verified runtime dependency · Hugging Face space
Shashe24/deepfake-detection0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Shri04/deepfake-detector0 public downloads · dependency manifest in requirements.txt