Publications

Selected publications.

This page highlights selected papers grouped by topic. For the complete publication list, please visit my Google Scholar profile.

Selected Publications by Topic

Anomaly Detection & OOD

  • TIPS Over Tricks: Simple Prompts for Effective Zero-shot Anomaly Detection

    ICASSP 2026

  • FrameShield: Adversarially Robust Video Anomaly Detection

    NeurIPS 2025

  • Mitigating Spurious Negative Pairs for Robust Industrial Anomaly Detection

    ICLR 2025

  • Universal Novelty Detection Through Adaptive Contrastive Learning

    CVPR 2024

  • A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection

    TMLR 2022

  • Adversarially Learned One-Class Classifier for Novelty Detection

    CVPR 2018

  • Deep End-to-End One-Class Classifier

    IEEE TNNLS 2020

  • Deep-Anomaly: Fully Convolutional Neural Network for Fast Anomaly Detection in Crowded Scenes

    CVIU 2018

  • Deep-Cascade: Cascading 3D Deep Neural Networks for Fast Anomaly Detection and Localization in Crowded Scenes

    IEEE TIP 2017

AI Safety, Security & Robustness

  • Stealthy Backdoor Attack via Confidence-driven Sampling

    TMLR 2024

  • Scanning Trojaned Models Using Out-of-Distribution Samples

    NeurIPS 2024

  • Adversarial Backdoor Attack by Naturalistic Data Poisoning on Trajectory Prediction in Autonomous Driving

    CVPR 2024

  • Fuzzy Rule-Based Explainer Systems for Deep Neural Networks

    IEEE TFS 2023

  • End-to-End Adversarial Learning for Intrusion Detection in Computer Networks

    LCN 2019

Continual & Self-Supervised Learning

  • Looking Back on Learned Experiences For Class/Task Incremental Learning

    ICLR 2022

  • Self-Supervised Representation Learning via Neighborhood-Relational Encoding

    ICCV 2019

  • Unsupervised Feature Ranking and Selection Based on Autoencoders

    ICASSP 2019

3D Vision & Efficient Models

  • APML: Adaptive Probabilistic Matching Loss for Robust 3D Point Cloud Reconstruction

    NeurIPS 2025

  • STARNet: Spatio-Temporal Aware Recurrent Network for Efficient Video Object Detection on Embedded Devices

    Machine Vision and Applications 2024

  • MobileDenseNet: A New Approach to Object Detection on Mobile Devices

    Expert Systems with Applications 2023

Biomedical & Applied Vision

  • Generative Adversarial Networks for Anomaly Detection in Biomedical Imaging: A Study on Seven Medical Image Datasets

    IEEE Access 2023

  • Deep-HR: Fast Heart Rate Estimation from Face Video Under Realistic Conditions

    Expert Systems with Applications 2021

  • Vision-Based Human Activity Recognition: A Survey

    Multimedia Tools and Applications 2020