匯總 | 整理了114篇醫(yī)療論文，含cvpr2023醫(yī)療論文+經(jīng)典論文+醫(yī)療論文綜述等（附PDF）

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一、CVPR2022- 2023醫(yī)學(xué)影像論文

1、CVPR 2023醫(yī)學(xué)影像論文

[01]無標(biāo)記肝腫瘤分割

[Title]Label-Free Liver Tumor Segmentation

[02]用于X射線圖像中無監(jiān)督異常檢測的深層特征內(nèi)漆

[Title]Deep Feature In-painting for Unsupervised Anomaly Detection in X-ray Images

[03]通過機械和循環(huán)一致性損失對活細胞進行無監(jiān)督輪廓跟蹤[Title]Unsupervised Contour Tracking of Live Cells by Mechanical and Cycle Consistency Losses

[04]基于連貫概念的醫(yī)學(xué)圖像解釋及其在皮膚病變診斷中的應(yīng)用[Title]Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis

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2、CVPR 2023醫(yī)學(xué)影像論文

02 半監(jiān)督醫(yī)學(xué)圖像分類的反課程偽標(biāo)簽

[Title]ACPL Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification

03 用于組織病理學(xué)全幻燈片圖像分類的雙層特征蒸餾多實例學(xué)習(xí)

[Title]DTFD-MIL Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification

04 魯棒等變成像:一個學(xué)習(xí)從噪聲和部分測量中成像的完全無監(jiān)督框架

[Title]Robust Equivariant Imaging a fully unsupervised framework for learning to image from noisy and partial measurements Transformer

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二、醫(yī)療影像綜述 

[1]計算細胞學(xué)中的深度學(xué)習(xí)方法調(diào)查

[Title]Deep Learning for Computational Cytology: A Survey [Cite]Medical Image Analysis (2022)

[2]Transformer 應(yīng)用于醫(yī)學(xué)影像的關(guān)鍵屬性、當(dāng)前進展和未來前景的比較回顧

[Title]A comparative review of key properties, current progresses, and future perspectives 

[Cite]Medical Image Analysis (2023)

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2、醫(yī)學(xué)圖像分割

[1]通過局部校準(zhǔn)個性化聯(lián)合醫(yī)學(xué)圖像分割

[Title]Personalizing Federated Medical Image Segmentation via Local Calibration

[Cite]ECCV 2022

 [2]學(xué)習(xí)多類醫(yī)學(xué)圖像分割的拓撲交互

[Title]Learning Topological Interactions for Multi-Class Medical Image Segmentation

[Cite]ECCV 2022 

 [3]通過隨機幅度混合和特定領(lǐng)域圖像恢復(fù)進行通用醫(yī)學(xué)圖像分割 [Title]Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration 

[Cite]ECCV 2022 

3、放射科報告生成 

[01]用于放射學(xué)報告生成的跨模態(tài)原型驅(qū)動網(wǎng)絡(luò) 

[Title]Cross-modal Prototype Driven Network for Radiology Report Generation

[Cite]ECCV 2022

4、密集預(yù)測

[01]ConCL：病理圖像密集預(yù)測預(yù)訓(xùn)練的概念對比學(xué)習(xí)

[Title]ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images

[Cite]ECCV 2022 

 5、視網(wǎng)膜圖像匹配 [01]用于視網(wǎng)膜圖像匹配的半監(jiān)督關(guān)鍵點檢測器和描述符

[Title]Semi-Supervised Keypoint Detector and Descriptor for Retinal Image Matching

[Cite]ECCV 2022

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6、支架追蹤 [01]X 射線透視中穩(wěn)健的基于地標(biāo)的支架跟蹤

[Title]Robust Landmark-based Stent Tracking in X-ray Fluoroscopy 

[Cite]ECCV 2022 

7、病變檢測 [01]檢查和鏈接：成對病變對應(yīng)指導(dǎo)乳房 X 線照片質(zhì)量檢測 [Title]Check and Link: Pairwise Lesion Correspondence Guides Mammogram Mass Detection 

[Cite]ECCV 2022 

8、醫(yī)學(xué)圖像分析

[01]UniMiSS：通過打破維度壁壘實現(xiàn)通用醫(yī)學(xué)自監(jiān)督學(xué)習(xí)

[Title]UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier

[Cite]ECCV 2022

[02]K-SALSA：通過局部風(fēng)格對齊對視網(wǎng)膜圖像進行 K-匿名合成平均 [Title]K-SALSA: K-Anonymous Synthetic Averaging of Retinal Images via Local Style Alignment [Cite]ECCV 2022 

9、醫(yī)學(xué)圖像分類

[01]整張幻燈片圖像多實例學(xué)習(xí)的微分縮放 

[Title]Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images

[Cite]ECCV 2022 

[02]RadioTransformer：用于視覺注意引導(dǎo)疾病分類的級聯(lián)全局焦點轉(zhuǎn)換器 

[Title]RadioTransformer: A Cascaded Global-Focal Transformer for Visual Attention-Guided Disease Classification 

[Cite]ECCV 2022

10、醫(yī)學(xué)關(guān)鍵點定位

[01]通過邊緣引導(dǎo)變換和噪聲地標(biāo)細化的一次性醫(yī)學(xué)地標(biāo)定位

[Title]One-Shot Medical Landmark Localization by Edge-Guided Transform and Noisy Landmark Refinement 

[Cite]ECCV 2022 

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11、醫(yī)學(xué)圖像配準(zhǔn)

[01]使用從粗到精的視覺 transformer 進行仿射醫(yī)學(xué)圖像配準(zhǔn) 

[Title]Affine Medical Image Registration with Coarse-to-Fine Vision Transformer 

[Cite]CVPR 2022

 12、醫(yī)學(xué)圖像處理 

[01]BoostMIS：通過自適應(yīng)偽標(biāo)記和信息主動注釋促進醫(yī)學(xué)圖像半監(jiān)督學(xué)習(xí)

[Title]BoostMIS: Boosting Medical Image Semi-supervised Learning with Adaptive Pseudo Labeling and Informative Active Annotation [Cite]CVPR 2022 

[02]魯棒等變成像：一個完全無監(jiān)督的框架，用于從噪聲和部分測量中學(xué)習(xí)成像

[Title]Robust Equivariant Imaging: A Fully Unsupervised Framework for Learning To Image From Noisy and Partial Measurements [Cite]CVPR 2022

13、MRI 

[01]用于多對比度 MRI 超分辨率的 Transformer 賦能的多尺度上下文匹配和聚合

[Title]Transformer-empowered Multi-scale Contextual Matching and Aggregation for Multi-contrast MRI Super-resolution

[Cite]CVPR 2022

[02]Vox2Cortex：使用幾何深度神經(jīng)網(wǎng)絡(luò)從 3D MRI 掃描中快速顯式重建皮質(zhì)表面 

[Title]Vox2Cortex: Fast Explicit Reconstruction of Cortical Surfaces From 3D MRI Scans With Geometric Deep Neural Networks

[Cite]CVPR 2022 

14、組織病理學(xué)

[01]組織病理學(xué)圖像中細胞核半監(jiān)督分割的跨補丁密集對比學(xué)習(xí) [Title]Cross-Patch Dense Contrastive Learning for Semi-Supervised Segmentation of Cellular Nuclei in Histopathologic Images [Cite]CVPR 2022 

15、牙齒

[01]通過深度標(biāo)簽傳播改善下牙槽神經(jīng)的分割

[Title]Improving Segmentation of the Inferior Alveolar Nerve Through Deep Label Propagation 

[Cite]CVPR 2022

 [02]DArch：具有弱注釋的牙弓先驗輔助 3D 牙齒實例分割

[Title]DArch: Dental Arch Prior-Assisted 3D Tooth Instance Segmentation With Weak Annotations 

[Cite]CVPR 2022

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