https://github.com/git-disl/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.

adversarial-attacks faster-rcnn object-detection ssd yolov3

Last synced: 21 Apr 2025

https://github.com/git-disl/GPTLens

Large Language Model-Powered Smart Contract Vulnerability Detection: New Perspectives (TPS23)

blockchain ethereum gpt gpt-35-turbo gpt-4 large-language-models smart-contracts vulnerability-detection

Last synced: 15 Jan 2026

https://github.com/git-disl/ensemblebench

A holistic framework for promoting high diversity ensemble learning.

deep-learning diversity diversity-ensembles diversity-measurement ensemble-learning machine-learning

Last synced: 11 Apr 2026

https://github.com/git-disl/recap

Code for CVPR24 Paper - Resource-Efficient Transformer Pruning for Finetuning of Large Models

Last synced: 26 Jan 2026

https://github.com/git-disl/EVA

Fast Edge Video Analytics

edge-computing object-detection real-time video-analysis

Last synced: 19 Mar 2025

https://github.com/git-disl/dp-ensemble

Diversity Optimized Ensemble

diversity-ensembles diversity-measurement ensemble ensemble-learning

Last synced: 26 Jan 2026

https://github.com/git-disl/llm-topla

Last synced: 26 Jan 2026

https://github.com/git-disl/Virus

This is the official code for the paper "Virus: Harmful Fine-tuning Attack for Large Language Models Bypassing Guardrail Moderation"

attack defense fine-tuning guardrail harmful llms moderation safety

Last synced: 31 Oct 2025

https://github.com/git-disl/gring-app-disease_classification

G-RING application : Implementation of disease classification federated learning task on G-RING

Last synced: 14 Jan 2026