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[MICCAI2024] This repo holds the official code for work "Perspective+ Unet: Enhancing Segmentation with Bi-Path Fusion and Efficient Non-Local Attention for Superior Receptive Fields"
[ICCV23] Robust Mixture-of-Expert Training for Convolutional Neural Networks by Yihua Zhang, Ruisi Cai, Tianlong Chen, Guanhua Zhang, Huan Zhang, Pin-Yu Chen, Shiyu Chang, Zhangyang (Atlas) Wang, S…
Project Page for "Multi-Task Dense Prediction via Mixture of Low-Rank Experts"
Exploring Relational Context for Multi-Task Dense Prediction [ICCV 2021]
2024 up-to-date list of DATASETS, CODEBASES and PAPERS on Multi-Task Learning (MTL), from Machine Learning perspective.
The code of paper 'Dual Relation Knowledge Distillation for Object Detection' IJCAI 2023
A collection of loss functions for medical image segmentation
Official implementation of instance loss functions, a family of instance-level segmentation and detection loss functions, to improve semantic segmentation and detection of multiple instances in bio…
This repository contains the code used for the paper "Towards automated brain aneurysm detection in TOF-MRA: open data, weak labels, and anatomical knowledge "
Ripser++: GPU-accelerated computation of Vietoris–Rips persistence barcodes
A high-performance topological machine learning toolbox in Python
Persistent homology calculation for 1D (scalar time series), 2D (image), and 3D (voxel) arrays
MICCAI 2020 RibFrac Challenge: Rib Fracture Detection and Classification (3D Instance Segmentation)
Channel-wise Distillation for Semantic Segmentation
Intra-class Feature Variation Distillation for Semantic Segmentation (ECCV 2020)
Multiclass generalization for BettiMatching loss (and other topology-aware) loss functions for image segmentation.
Code for 'Multi-level Logit Distillation' (CVPR2023)
[CVPR 2024 Highlight] Logit Standardization in Knowledge Distillation
new and more efficient version for 3D discrete deformable registration, reaching the highest accuracy in several benchmarks
Discrete Morse-based pipeline for neuron tracing on tracer injection and single-neuron data sets.
[CVPR-2022] Official implementations of CIRKD: Cross-Image Relational Knowledge Distillation for Semantic Segmentation and implementations on Cityscapes, ADE20K, COCO-Stuff., Pascal VOC and CamVid.
The official code for the paper 'Structured Knowledge Distillation for Semantic Segmentation'. (CVPR 2019 ORAL) and extension to other tasks.
[MedIA 2023/MICCAI 2022 Grand Challenge]: Airway Tree Modeling (ATM'22) Related Work Collections, also includes the state-of-the-art works on pulmonary airway segmentation and related works.