Publications

Long papers

D. C. Shock Line, N. Debroux, C. Petitjean, C. Le Guyader, On a Hybrid Joint Segmentation/Multimodal Registration Model via Finite Distortion Mappings and Implicit Neural Representations, submitted

Syed Nouman Hasany, Fabrice Mériaudeau, Caroline Petitjean, MiSuRe is all you need to explain your image segmentation, submitted, on ArXiV: https://arxiv.org/abs/2406.12173

Syed Nouman Hasany, Fabrice Meriaudeau and Caroline Petitjean, A Guided Tour of Post-hoc XAI Techniques in Image Segmentation, XAI World conference, La Valletta, Malta, july 2024

T. Sourget, SN Hasany, F Meriaudeau, C Petitjean, Etude expérimentale de SegFormer, un concurrent sérieux à U-Net pour la segmentation d’images médicales, GRETSI 2023 Grenoble

T Sourget, SN Hasany, F Meriaudeau, C Petitjean, Can SegFormer be a True Competitor to U-Net for Medical Image Segmentation? 27th Conference on Medical Image Understanding and Analysis, MIUA, Aberdeen UK, july 2023

SN Hasany, C Petitjean, F Meriaudeau, Seg-XRes-CAM: Explaining Spatially Local Regions in Image Segmentation, The 2nd XAI4CV Workshop at CVPR 2023, Vancouver Canada

SN Hasany, C Petitjean, F Meriaudeau, A study of attention information from transformer layers in hybrid medical image segmentation networks, SPIE Medical Imaging 2023: Image Processing 12464, 381-392

Mahmoud Abdelhamed, Fabrice Meriaudeau, NesT UNet: pure transformer segmentation network with an application for automatic cardiac myocardial infarction evaluation, Volume 12465, SPIE Medical Imaging 2023: Computer-Aided Diagnosis; 124652L (2023)

Abstracts

Syed Nouman Hasany, Fabrice MERIAUDEAU, Caroline Petitjean, The Do’s and Don’ts of Grad-CAM in Image Segmentation as demonstrated on the Synapse multi-organ CT Dataset, Medical Imaging with Deep Learning 2024, Paris France

Diane Chan Sock Line, Noémie Debroux, Caroline Petitjean, Carole Le Guyader, On a Hybrid Joint Segmentation/multimodal Registration Model Based on Coordinate Multi-Layer Perceptron and Directional Total Variation, accepted at SIAM Imaging Science, may 2024, withdrawn by the conference because Diane did not get her visa, and presentation by another co-author was not accepted by the conference organizers

Chan Sock Line Diane, ON A HYBRID JOINT SEGMENTATION/MULTIMODAL REGISTRATION MODEL BASED ON COORDINATE MULTI-LAYER PERCEPTRON, RITS, Aubière, juin 2024

Hasany Syed Nouman, Petitjean Caroline, Meriaudeau Fabrice, Région minimalement suffisante dans la segmentation d’image, IABM Grenoble march 2024