PPaperPicks

Ismail Ben Ayed

37 papers at tracked venues · 22 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-9668-8027 ↗Google Scholar ↗Homepage ↗

Venues

CVPR ×11MICCAI ×8NeurIPS ×6WACV ×6ICCV ×3AAAI ×1ECCV ×1ICML ×1

Frequent coauthors

Christian Desrosiers
×13
Jose Dolz
×13
Mehrdad Noori
×12
Gustavo Adolfo Vargas Hakim
×12
David Osowiechi
×12
Ali Bahri
×12
Moslem Yazdanpanah
×12
Julio Silva-Rodríguez
×10
Sahar Dastani
×9
Fereshteh Shakeri
×8
Maxime Zanella
×7
Milad Cheraghalikhani
×6

Papers

  1. Histopath-C: Towards Realistic Domain Shifts for Histopathology Vision-Language Adaptation
    WACV 2026 ·
    Mehrdad Noori
    ,
    Gustavo Adolfo Vargas Hakim
    ,
    David Osowiechi
    ,
    Fereshteh Shakeri
    ,
    Ali Bahri
    ,
    Moslem Yazdanpanah
    ,
    Sahar Dastani
    , Ismail Ben Ayed,
    Christian Desrosiers
  2. Revisiting Layer Normalization for Point Cloud Test Time Adaptation
    WACV 2026 ·
    Moslem Yazdanpanah
    ,
    Ali Bahri
    ,
    Mehrdad Noori
    ,
    Sahar Dastani
    ,
    Samuel Barbeau
    ,
    David Osowiechi
    ,
    Gustavo Adolfo Vargas Hakim
    , Ismail Ben Ayed,
    Christian Desrosiers
  3. AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples
    AAAI 2025 ·
    Antonio Emanuele Cinà
    ,
    Jérôme Rony
    ,
    Maura Pintor
    ,
    Luca Demetrio
    ,
    Ambra Demontis
    ,
    Battista Biggio
    , Ismail Ben Ayed,
    Fabio Roli
  4. CLIPArTT: Adaptation of CLIP to New Domains at Test Time
    WACV 2025 ·
    Gustavo Adolfo Vargas Hakim
    ,
    David Osowiechi
    ,
    Mehrdad Noori
    ,
    Milad Cheraghalikhani
    ,
    Ali Bahri
    ,
    Moslem Yazdanpanah
    , Ismail Ben Ayed,
    Christian Desrosiers
  5. Conformal Prediction for Zero-Shot Models
    CVPR 2025 ·
    Julio Silva-Rodríguez
    , Ismail Ben Ayed,
    Jose Dolz
  6. FDS: Feedback-Guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization
    WACV 2025 ·
    Ali Bahri
    ,
    Mehrdad Noori
    ,
    Gustavo Adolfo Vargas Hakim
    , Ismail Ben Ayed,
    Milad Cheraghalikhani
    ,
    David Osowiechi
    ,
    Christian Desrosiers
    ,
    Moslem Yazdanpanah
  7. Few-Shot, Now for Real: Medical VLMs Adaptation Without Balanced Sets or Validation
    MICCAI 2025 ·
    Julio Silva-Rodríguez
    ,
    Fereshteh Shakeri
    ,
    Houda Bahig
    ,
    Jose Dolz
    , Ismail Ben Ayed
  8. Learning Task-Agnostic Representations through Multi-Teacher Distillation
    NeurIPS 2025 ·
    Philippe Formont
    ,
    Maxime Darrin
    ,
    Banafsheh Karimian
    ,
    Eric Granger
    ,
    Jackie CK Cheung
    , Ismail Ben Ayed,
    Mohammadhadi Shateri
    ,
    Pablo Piantanida
  9. Pay Attention to Your Neighbours: Training-Free Open-Vocabulary Semantic Segmentation
    WACV 2025 ·
    Sina Hajimiri
    , Ismail Ben Ayed,
    Jose Dolz
  10. Purge-Gate: Backpropagation-Free Test-Time Adaptation for Point Clouds Classification via Token Purging
    ICCV 2025 ·
    Moslem Yazdanpanah
    ,
    Ali Bahri
    ,
    Mehrdad Noori
    ,
    Sahar Dastani
    ,
    Gustavo Adolfo Vargas Hakim
    ,
    David Osowiechi
    , Ismail Ben Ayed,
    Christian Desrosiers
  11. Realistic Test-Time Adaptation of Vision-Language Models
    CVPR 2025 ·
    Maxime Zanella
    ,
    Clément Fuchs
    ,
    Christophe De Vleeschouwer
    , Ismail Ben Ayed
  12. Reflect: Rectified Flows for Efficient Brain Anomaly Correction Transport
    MICCAI 2025 ·
    Farzad Beizaee
    ,
    Sina Hajimiri
    , Ismail Ben Ayed,
    Gregory A. Lodygensky
    ,
    Christian Desrosiers
    ,
    Jose Dolz
  13. Regularized Low-Rank Adaptation for Few-Shot Organ Segmentation
    MICCAI 2025 ·
    Ghassen Baklouti
    ,
    Julio Silva-Rodríguez
    ,
    Jose Dolz
    ,
    Houda Bahig
    , Ismail Ben Ayed
  14. SMART-PC: Skeletal Model Adaptation for Robust Test-Time Training in Point Clouds
    ICML 2025 ·
    Ali Bahri
    ,
    Moslem Yazdanpanah
    ,
    Sahar Dastani
    ,
    Mehrdad Noori
    ,
    Gustavo Adolfo Vargas Hakim
    ,
    David Osowiechi
    ,
    Farzad Beizaee
    , Ismail Ben Ayed,
    Christian Desrosiers
  15. Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation
    ICCV 2025 ·
    Nairouz Mrabah
    ,
    Nicolas Richet
    , Ismail Ben Ayed,
    Eric Granger
  16. Spectral Informed Mamba for Robust Point Cloud Processing
    CVPR 2025 ·
    Ali Bahri
    ,
    Moslem Yazdanpanah
    ,
    Mehrdad Noori
    ,
    Sahar Dastani
    ,
    Milad Cheraghalikhani
    ,
    Gustavo Adolfo Vargas Hakim
    ,
    David Osowiechi
    ,
    Farzad Beizaee
    , Ismail Ben Ayed,
    Christian Desrosiers
  17. TRUST: Test-Time Refinement using Uncertainty-Guided SSM Traverses
    NeurIPS 2025 ·
    Sahar Dastani
    ,
    Ali Bahri
    ,
    Gustavo Adolfo Vargas Hakim
    ,
    Moslem Yazdanpanah
    ,
    Mehrdad Noori
    ,
    David Osowiechi
    ,
    Samuel Barbeau
    , Ismail Ben Ayed,
    Herve Lombaert
    ,
    Christian Desrosiers
  18. Test-Time Adaptation in Point Clouds: Leveraging Sampling Variation with Weight Averaging
    WACV 2025 ·
    Ali Bahri
    ,
    Moslem Yazdanpanah
    ,
    Mehrdad Noori
    ,
    Sahar Dastani
    ,
    Milad Cheraghalikhani
    ,
    David Osowiechi
    ,
    Farzad Beizaee
    ,
    Gustavo Adolfo Vargas Hakim
    , Ismail Ben Ayed,
    Christian Desrosiers
  19. Test-Time Adaptation of Medical Vision-Language Models
    MICCAI 2025 ·
    Fereshteh Shakeri
    ,
    Ghassen Baklouti
    ,
    Julio Silva-Rodríguez
    ,
    Maxime Zanella
    ,
    Houda Bahig
    ,
    Jose Dolz
    , Ismail Ben Ayed
  20. Test-Time Adaptation of Vision-Language Models for Open-Vocabulary Semantic Segmentation
    NeurIPS 2025 ·
    Mehrdad Noori
    ,
    David Osowiechi
    ,
    Gustavo Adolfo Vargas Hakim
    ,
    Ali Bahri
    ,
    Moslem Yazdanpanah
    ,
    Sahar Dastani
    ,
    Farzad Beizaee
    , Ismail Ben Ayed,
    Christian Desrosiers
  21. Trustworthy Few-Shot Transfer of Medical VLMs Through Split Conformal Prediction
    MICCAI 2025 ·
    Julio Silva-Rodríguez
    , Ismail Ben Ayed,
    Jose Dolz
  22. UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning
    CVPR 2025 ·
    Long Zhou
    ,
    Fereshteh Shakeri
    ,
    Aymen Sadraoui
    ,
    Mounir Kaaniche
    ,
    Jean-Christophe Pesquet
    , Ismail Ben Ayed
  23. ViLU: Learning Vision-Language Uncertainties for Failure Prediction
    ICCV 2025 ·
    Marc Lafon
    ,
    Yannis Karmim
    ,
    Julio Silva-Rodríguez
    ,
    Paul Couairon
    ,
    Clément Rambour
    ,
    Raphaël Fournier-S'niehotta
    , Ismail Ben Ayed,
    Jose Dolz
    ,
    Nicolas Thome
  24. Vocabulary-free few-shot learning for vision-language models
    CVPR 2025 ·
    Maxime Zanella
    ,
    Clément Fuchs
    , Ismail Ben Ayed,
    Christophe De Vleeschouwer
  25. A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models
    CVPR 2024 ·
    Julio Silva-Rodríguez
    ,
    Sina Hajimiri
    , Ismail Ben Ayed,
    Jose Dolz
  26. Boosting Vision-Language Models for Histopathology Classification: Predict All at Once
    MICCAI 2024 ·
    Maxime Zanella
    ,
    Fereshteh Shakeri
    ,
    Yunshi Huang
    ,
    Houda Bahig
    , Ismail Ben Ayed
  27. Boosting Vision-Language Models with Transduction
    NeurIPS 2024 ·
    Maxime Zanella
    ,
    Benoît Gérin
    , Ismail Ben Ayed
  28. Class and Region-Adaptive Constraints for Network Calibration
    MICCAI 2024 ·
    Balamurali Murugesan
    ,
    Julio Silva-Rodríguez
    , Ismail Ben Ayed,
    Jose Dolz
  29. Few-Shot Adaptation of Medical Vision-Language Models
    MICCAI 2024 ·
    Fereshteh Shakeri
    ,
    Yunshi Huang
    ,
    Julio Silva-Rodríguez
    ,
    Houda Bahig
    ,
    An Tang
    ,
    Jose Dolz
    , Ismail Ben Ayed
  30. LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP
    CVPR 2024 ·
    Yunshi Huang
    ,
    Fereshteh Shakeri
    ,
    Jose Dolz
    ,
    Malik Boudiaf
    ,
    Houda Bahig
    , Ismail Ben Ayed
  31. Low-Rank Few-Shot Adaptation of Vision-Language Models
    CVPR 2024 ·
    Maxime Zanella
    , Ismail Ben Ayed
  32. NC-TTT: A Noise Constrastive Approach for Test-Time Training
    CVPR 2024 ·
    David Osowiechi
    ,
    Gustavo Adolfo Vargas Hakim
    ,
    Mehrdad Noori
    ,
    Milad Cheraghalikhani
    ,
    Ali Bahri
    ,
    Moslem Yazdanpanah
    , Ismail Ben Ayed,
    Christian Desrosiers
  33. On the Test-Time Zero-Shot Generalization of Vision-Language Models: Do we Really need Prompt Learning?
    CVPR 2024 ·
    Maxime Zanella
    , Ismail Ben Ayed
  34. Robust Calibration of Large Vision-Language Adapters
    ECCV 2024 ·
    Balamurali Murugesan
    ,
    Julio Silva-Rodríguez
    , Ismail Ben Ayed,
    Jose Dolz
  35. Transductive Zero-Shot and Few-Shot CLIP
    CVPR 2024 ·
    Ségolène Martin
    ,
    Yunshi Huang
    ,
    Fereshteh Shakeri
    ,
    Jean-Christophe Pesquet
    , Ismail Ben Ayed
  36. WATT: Weight Average Test Time Adaptation of CLIP
    NeurIPS 2024 ·
    David Osowiechi
    ,
    Mehrdad Noori
    ,
    Gustavo Adolfo Vargas Hakim
    ,
    Moslem Yazdanpanah
    ,
    Ali Bahri
    ,
    Milad Cheraghalikhani
    ,
    Sahar Dastani
    ,
    Farzad Beizaee
    , Ismail Ben Ayed,
    Christian Desrosiers
  37. When is an Embedding Model More Promising than Another?
    NeurIPS 2024 ·
    Maxime Darrin
    ,
    Philippe Formont
    , Ismail Ben Ayed,
    Jackie CK Cheung
    ,
    Pablo Piantanida