InLevel Up CodingbyMohammed El Amine Mokhtari·20h agoCADS: One Open Model Suite for 167 Whole-Body CT StructuresTrained on 22,022 curated CT scans from 100+ centres, CADS segments head to knees, runs in 3D Slicer and outputs SNOMED CT labels.
Ali Aghvami·Nov 1ResNet for Small Objects: Rethinking the Early LayersHow kernel size, stride, and pooling affect fine spatial detail.
Mtaal·Oct 27Diffusion Models for generating interactive segmentation scribblesWhat worked, what didn’t, and three bugs we’d rather forget, from building a scribble simulator for interactive segmentation
Mohammed El Amine Mokhtari·Oct 27SlimFormer++: Lean 3D Segmentation for CT, MRI and UltrasoundMost 3D segmentation networks repeat the same block many times across every stage. Each repeat costs parameters, memory and inference time…
InStackademicbyM. Syaoki Faradisa·Oct 26Stop Trusting Average Accuracy in Image Segmentation: How to Find and Fix Hidden Model MistakesHigh average scores hide terrible results on small and thin objects. Use this 4-step Python workflow to check your masks and fix your model…A response icon1A response icon1
Ria Susanti·Oct 21REVIEW JURNALRia Susanti (251012000089) — S2 Teknik Informatika (Universitas Pamulang)
Mohammed El Amine Mokhtari·Oct 12One Click on One CT Slice In, a Full 3D Organ Mask Out That Is Carried Slice by Slice From the…AI-assistance disclosure: I drafted this article with AI assistance, then edited it and fact-checked every number against the paper…
Nidhishgupta·Oct 11🧠 Beyond the Pixels: How AI Understands Medical ImagesFrom detecting abnormalities to measuring tissues — exploring the technology behind biomedical image analysis.A response icon2A response icon2
Israr Ahmed·Oct 9Twenty Labelled Pixels Beat a Million: What Actually Drives Weakly Supervised SegmentationOr: the annotation budget was never the bottleneck.
Saiwa·Oct 8How Our Computer Vision Segmentation Pipeline Evolved: From SegDecNet to SegFormerComputer vision projects rarely stay the same from beginning to end.A response icon1A response icon1
