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20212023
most citedBiomedical image analysis competitions: The state of current participation practice

17 citations · 36 across the 9 of their papers we have counts for

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6 papers · 1 filter

cs.CV2023★ 1 cited

CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No

Hualiang Wang, Yi Li, Huifeng Yao +1

Out-of-distribution (OOD) detection refers to training the model on an in-distribution (ID) dataset to classify whether the input images come from unknown classes. Considerable eff…

cs.CV2022★ 17 cited

Biomedical image analysis competitions: The state of current participation practice

Matthias Eisenmann, Annika Reinke, Vivienn Weru +352

The number of international benchmarking competitions is steadily increasing in various fields of machine learning (ML) research and practice. So far, however, little is known abou…

cs.CV2022★ 2 cited

FreeSeg: Free Mask from Interpretable Contrastive Language-Image Pretraining for Semantic Segmentation

Yi Li, Huifeng Yao, Hualiang Wang +1

Fully supervised semantic segmentation learns from dense masks, which requires heavy annotation cost for closed set. In this paper, we use natural language as supervision without a…

cs.CV2022

Calibrating Label Distribution for Class-Imbalanced Barely-Supervised Knee Segmentation

Yiqun Lin, Huifeng Yao, Zezhong Li +2

Segmentation of 3D knee MR images is important for the assessment of osteoarthritis. Like other medical data, the volume-wise labeling of knee MR images is expertise-demanded and t…

cs.CV2022★ 12 cited

Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation

Huifeng Yao, Xiaowei Hu, Xiaomeng Li

Generalizing the medical image segmentation algorithms to unseen domains is an important research topic for computer-aided diagnosis and surgery. Most existing methods require a fu…

cs.CV2021★ 1 cited

Improved Heatmap-based Landmark Detection

Huifeng Yao, Ziyu Guo, Yatao Zhang +1

Mitral valve repair is a very difficult operation, often requiring experienced surgeons. The doctor will insert a prosthetic ring to aid in the restoration of heart function. The l…