Rezwan Hasan's starred repositories
MLAlgorithms
Minimal and clean examples of machine learning algorithms implementations
MLAlgorithms
Minimal and clean examples of machine learning algorithms implementations
Perturbation-Inactivate
Adversarial Defense, Adversarial Attack, Face Recognition, Learnable PCA, Pytorch
adv-patch-paper-list
A paper list for localized adversarial patch research
SFace-Privacy-friendly-and-Accurate-Face-Recognition-using-Synthetic-Data
SFace: Privacy-friendly and Accurate Face Recognition using Synthetic Data
TOG
Real-time object detection is one of the key applications of deep neural networks (DNNs) for real-world mission-critical systems. While DNN-powered object detection systems celebrate many life-enriching opportunities, they also open doors for misuse and abuse. This project presents a suite of adversarial objectness gradient attacks, coined as TOG, which can cause the state-of-the-art deep object detection networks to suffer from untargeted random attacks or even targeted attacks with three types of specificity: (1) object-vanishing, (2) object-fabrication, and (3) object-mislabeling. Apart from tailoring an adversarial perturbation for each input image, we further demonstrate TOG as a universal attack, which trains a single adversarial perturbation that can be generalized to effectively craft an unseen input with a negligible attack time cost. Also, we apply TOG as an adversarial patch attack, a form of physical attacks, showing its ability to optimize a visually confined patch filled with malicious patterns, deceiving well-trained object detectors to misbehave purposefully.
Face-Recognition
Face Recognition using pre-trained model built-on Arcface was implemented on Pytorch.
adversarial-attacks-pytorch
A pytorch implementations of Adversarial attacks and utils
AdversarialMask
Original PyTorch implementation of the AdversarialMask paper
ElasticFace
Official repository of CVPRW2022 paper, ElasticFace: Elastic Margin Loss for Deep Face Recognition
frame-interpolation
FILM: Frame Interpolation for Large Motion, In ECCV 2022.
grad-cam-pytorch
PyTorch re-implementation of Grad-CAM (+ vanilla/guided backpropagation, deconvnet, and occlusion sensitivity maps)
ML-Course-Notes
🎓 Sharing machine learning course / lecture notes.
face-occlusion-generation
[CVPRW 2022] Delving into High-Quality Synthetic Face Occlusion Segmentation Datasets
Proctoring-AI
Creating a software for automatic monitoring in online proctoring
face-detection-algorithms-comparison
Face detection algorithms
adversarial-attack-on-mtcnn
adversarial patch train by I-FGSM to attack on MTCNN face detection system
University-of-Kent-PhD-Thesis-Template
Unofficial University of Kent PhD Thesis Template
Thesis-Template
This is a thesis template for PhD students at University of Kent
yolov5-face
YOLO5Face: Why Reinventing a Face Detector (https://arxiv.org/abs/2105.12931) ECCV Workshops 2022)