论文阅读笔记https://louaq.io/Firefly6.7.15https://github.com/CuteLeaf/Firefly2026年5月8日 16:45:29https://louaq.io/posts/meeting/https://louaq.io/posts/meeting/汇报Sat, 25 Apr 2026 14:10:00 GMThttps://louaq.io/posts/manuscript-status/https://louaq.io/posts/manuscript-status/催稿信Fri, 20 Feb 2026 19:44:00 GMThttps://louaq.io/posts/expert_systems_with_applications/https://louaq.io/posts/expert_systems_with_applications/Expert Systems with Applications期刊Fri, 03 Apr 2026 20:58:00 GMThttps://louaq.io/posts/acm/https://louaq.io/posts/acm/ACM模板调整Wed, 25 Mar 2026 18:36:00 GMThttps://louaq.io/posts/code/train/https://louaq.io/posts/code/train/LA数据集半监督训练Tue, 10 Mar 2026 11:03:00 GMThttps://louaq.io/posts/news/claude/https://louaq.io/posts/news/claude/Claude全球宕机，机房爆炸Tue, 03 Mar 2026 14:24:00 GMThttps://louaq.io/posts/new_year/https://louaq.io/posts/new_year/New yearSat, 14 Feb 2026 22:22:00 GMThttps://louaq.io/posts/boosting-semi-supervised-medical-image-segmentation-through-inter-instance-information-complementarity/https://louaq.io/posts/boosting-semi-supervised-medical-image-segmentation-through-inter-instance-information-complementarity/专家标注数据的获取仍然是医学图像分割的关键瓶颈Thu, 29 Jan 2026 13:26:00 GMThttps://louaq.io/posts/enhancing-semi-supervised-medical-image-segmentation-via-semantic-transfer/https://louaq.io/posts/enhancing-semi-supervised-medical-image-segmentation-via-semantic-transfer/半监督学习由于能够减轻Tue, 27 Jan 2026 16:17:00 GMThttps://louaq.io/posts/background-matters-a-cross-view-bidirectional-modeling-framework-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/background-matters-a-cross-view-bidirectional-modeling-framework-for-semi-supervised-medical-image-segmentation/半监督医学图像分割(SSMIS)利用Mon, 26 Jan 2026 19:34:00 GMThttps://louaq.io/posts/balancing-multi-target-semi-supervised-medical-image-segmentation-with-collaborative-generalist-and-specialists/https://louaq.io/posts/balancing-multi-target-semi-supervised-medical-image-segmentation-with-collaborative-generalist-and-specialists/尽管当前的半监督模型在单个医学目标分割任务中表现优异Fri, 23 Jan 2026 15:53:00 GMThttps://louaq.io/posts/crossmatch-enhance-semi-supervised-medical-image-segmentation-with-perturbation-strategies-and-knowledge-distillation/https://louaq.io/posts/crossmatch-enhance-semi-supervised-medical-image-segmentation-with-perturbation-strategies-and-knowledge-distillation/半监督学习医学图像分割提出了一个独特的挑战Thu, 22 Jan 2026 12:00:00 GMThttps://louaq.io/posts/adaptive-learning-of-high-value-regions-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/adaptive-learning-of-high-value-regions-for-semi-supervised-medical-image-segmentation/现有的半监督学习方法通常Mon, 19 Jan 2026 20:44:00 GMThttps://louaq.io/posts/segment-together-a-versatile-paradigm-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/segment-together-a-versatile-paradigm-for-semi-supervised-medical-image-segmentation/标签的缺乏已经成为Fri, 16 Jan 2026 16:55:00 GMThttps://louaq.io/posts/exploring-smoothness-and-class-separation-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/exploring-smoothness-and-class-separation-for-semi-supervised-medical-image-segmentation/半监督分割在医学成像中仍然具有挑战性Wed, 14 Jan 2026 19:02:00 GMThttps://louaq.io/posts/cross-view-mutual-learning-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/cross-view-mutual-learning-for-semi-supervised-medical-image-segmentation/半监督医学图像分割因其减轻人工标注负担Wed, 14 Jan 2026 11:11:00 GMThttps://louaq.io/posts/dycon-dynamic-uncertainty-aware-consistency-and-contrastive-learning-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/dycon-dynamic-uncertainty-aware-consistency-and-contrastive-learning-for-semi-supervised-medical-image-segmentation/医学图像分割中的半监督学习Mon, 12 Jan 2026 16:36:00 GMThttps://louaq.io/posts/adaptive-bidirectional-displacement-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/adaptive-bidirectional-displacement-for-semi-supervised-medical-image-segmentation/一致性学习是解决半监督医学图像分割Fri, 09 Jan 2026 14:24:00 GMThttps://louaq.io/posts/translation-consistent-semi-supervised-segmentation-for-3d-medical-images/https://louaq.io/posts/translation-consistent-semi-supervised-segmentation-for-3d-medical-images/三维医学图像分割方法已经取得了成功Thu, 08 Jan 2026 19:25:00 GMThttps://louaq.io/posts/bidirectional-copy-paste-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/bidirectional-copy-paste-for-semi-supervised-medical-image-segmentation/在半监督医学图像分割中Tue, 06 Jan 2026 20:08:00 GMThttps://louaq.io/posts/mass-modality-collaborative-semi-supervised-segmentation-by-exploiting-cross-modal-consistency-from-unpaired-ct-and-mri-images/https://louaq.io/posts/mass-modality-collaborative-semi-supervised-segmentation-by-exploiting-cross-modal-consistency-from-unpaired-ct-and-mri-images/训练医学图像的深度分割模型通常需要大量的标记数据Mon, 05 Jan 2026 19:12:00 GMThttps://louaq.io/posts/uncertainty-guided-mutual-consistency-learning-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/uncertainty-guided-mutual-consistency-learning-for-semi-supervised-medical-image-segmentation/医学图像分割是许多临床方法的基础和关键步骤Sun, 04 Jan 2026 17:01:00 GMThttps://louaq.io/posts/simcvd-simple-contrastive-voxel-wise-representation-distillation-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/simcvd-simple-contrastive-voxel-wise-representation-distillation-for-semi-supervised-medical-image-segmentation/在医学图像分析中Mon, 29 Dec 2025 17:21:00 GMThttps://louaq.io/posts/multi-consistency-for-semi-supervised-medical-image-segmentation-via-diffusion-models/https://louaq.io/posts/multi-consistency-for-semi-supervised-medical-image-segmentation-via-diffusion-models/医学图像分割提出了一个巨大的挑战Tue, 23 Dec 2025 19:47:00 GMThttps://louaq.io/posts/amvlm-alignment-multiplicity-aware-vision-language-model-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/amvlm-alignment-multiplicity-aware-vision-language-model-for-semi-supervised-medical-image-segmentation/在半监督医学图像分割（SSMIS）中Fri, 19 Dec 2025 15:38:00 GMThttps://louaq.io/posts/semi-supervised-medical-image-segmentation-using-adversarial-consistency-learning-and-dynamic-convolution-network/https://louaq.io/posts/semi-supervised-medical-image-segmentation-using-adversarial-consistency-learning-and-dynamic-convolution-network/流行的半监督医学图像Wed, 17 Dec 2025 16:32:00 GMThttps://louaq.io/posts/stitching-fine-tuning-and-re-training-a-sam-enabled-framework-for-semi-supervised-3d-medical-image-segmentation/https://louaq.io/posts/stitching-fine-tuning-and-re-training-a-sam-enabled-framework-for-semi-supervised-3d-medical-image-segmentation/Segment Anything Model（SAM）Tue, 16 Dec 2025 14:44:00 GMThttps://louaq.io/posts/text-driven-multiplanar-visual-interaction-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/text-driven-multiplanar-visual-interaction-for-semi-supervised-medical-image-segmentation/半监督医学图像分割Mon, 15 Dec 2025 15:34:00 GMThttps://louaq.io/posts/mutual-learning-with-reliable-pseudo-label-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/mutual-learning-with-reliable-pseudo-label-for-semi-supervised-medical-image-segmentation/Semi-supervised learning has garneredThu, 27 Nov 2025 14:00:00 GMThttps://louaq.io/posts/rcps-rectified-contrastive-pseudo-supervision-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/rcps-rectified-contrastive-pseudo-supervision-for-semi-supervised-medical-image-segmentation/Medical image segmentation methodsThu, 27 Nov 2025 12:00:00 GMThttps://louaq.io/posts/inconsistency-aware-uncertainty-estimation-for-semi-supervised-medical-image-segmentation/https://louaq.io/posts/inconsistency-aware-uncertainty-estimation-for-semi-supervised-medical-image-segmentation/In semi-supervised medical image segmentationTue, 25 Nov 2025 12:00:00 GMThttps://louaq.io/posts/mamba_ssm/windows%E5%AE%89%E8%A3%85mamba/https://louaq.io/posts/mamba_ssm/windows%E5%AE%89%E8%A3%85mamba/Sat, 23 Aug 2025 15:25:00 GMThttps://louaq.io/posts/multimodal/nnu-net-v2%E7%9A%84%E7%8E%AF%E5%A2%83%E9%85%8D%E7%BD%AE%E5%88%B0%E8%AE%AD%E7%BB%83%E8%87%AA%E5%B7%B1%E7%9A%84%E6%95%B0%E6%8D%AE%E9%9B%86/https://louaq.io/posts/multimodal/nnu-net-v2%E7%9A%84%E7%8E%AF%E5%A2%83%E9%85%8D%E7%BD%AE%E5%88%B0%E8%AE%AD%E7%BB%83%E8%87%AA%E5%B7%B1%E7%9A%84%E6%95%B0%E6%8D%AE%E9%9B%86/Mon, 18 Aug 2025 20:13:00 GMThttps://louaq.io/posts/multimodal/nnunetv1%E5%9C%A8%E8%87%AA%E5%B7%B1%E6%95%B0%E6%8D%AE%E9%9B%86%E4%B8%8A%E8%AE%AD%E7%BB%83/https://louaq.io/posts/multimodal/nnunetv1%E5%9C%A8%E8%87%AA%E5%B7%B1%E6%95%B0%E6%8D%AE%E9%9B%86%E4%B8%8A%E8%AE%AD%E7%BB%83/Mon, 18 Aug 2025 14:30:00 GMThttps://louaq.io/posts/multimodal/brats2023-men-%E6%95%B0%E6%8D%AE%E9%9B%86%E4%BB%8B%E7%BB%8D/https://louaq.io/posts/multimodal/brats2023-men-%E6%95%B0%E6%8D%AE%E9%9B%86%E4%BB%8B%E7%BB%8D/Tue, 12 Aug 2025 21:05:00 GMThttps://louaq.io/posts/multimodal/brats2024-%E6%95%B0%E6%8D%AE%E9%9B%86%E4%BB%8B%E7%BB%8D/https://louaq.io/posts/multimodal/brats2024-%E6%95%B0%E6%8D%AE%E9%9B%86%E4%BB%8B%E7%BB%8D/Tue, 12 Aug 2025 21:05:00 GMThttps://louaq.io/posts/multimodal/brats2019%E6%95%B0%E6%8D%AE%E9%9B%86%E5%A4%84%E7%90%86%E5%8F%8Apython%E8%AF%BB%E5%8F%96nii%E6%96%87%E4%BB%B6/https://louaq.io/posts/multimodal/brats2019%E6%95%B0%E6%8D%AE%E9%9B%86%E5%A4%84%E7%90%86%E5%8F%8Apython%E8%AF%BB%E5%8F%96nii%E6%96%87%E4%BB%B6/Tue, 12 Aug 2025 21:05:00 GMThttps://louaq.io/posts/multimodal/%E5%A4%9A%E6%A8%A1%E6%80%81%E5%8C%BB%E5%AD%A6%E5%9B%BE%E5%83%8F%E6%95%B0%E6%8D%AE%E9%9B%86/https://louaq.io/posts/multimodal/%E5%A4%9A%E6%A8%A1%E6%80%81%E5%8C%BB%E5%AD%A6%E5%9B%BE%E5%83%8F%E6%95%B0%E6%8D%AE%E9%9B%86/Sat, 02 Aug 2025 21:11:00 GMThttps://louaq.io/posts/multimodal/%E4%BB%A3%E7%A0%81%E5%A4%8D%E7%8E%B0%E8%AE%B0%E5%BD%95_nnunet/https://louaq.io/posts/multimodal/%E4%BB%A3%E7%A0%81%E5%A4%8D%E7%8E%B0%E8%AE%B0%E5%BD%95_nnunet/Sat, 02 Aug 2025 21:05:00 GMThttps://louaq.io/posts/multimodal/%E4%BB%A3%E7%A0%81%E5%A4%8D%E7%8E%B0%E8%AE%B0%E5%BD%95_bsafusion/https://louaq.io/posts/multimodal/%E4%BB%A3%E7%A0%81%E5%A4%8D%E7%8E%B0%E8%AE%B0%E5%BD%95_bsafusion/Fri, 01 Aug 2025 08:45:00 GMThttps://louaq.io/posts/medical_image_seg/multi-modal-disease-segmentation-with-continual-learning-and-adaptive-decision-fusion/https://louaq.io/posts/medical_image_seg/multi-modal-disease-segmentation-with-continual-learning-and-adaptive-decision-fusion/Thu, 31 Jul 2025 16:15:00 GMThttps://louaq.io/posts/medical_image_seg/multi-modality-medical-image-segmentation-via-adversarial-learning-with-cv-energy-functional/https://louaq.io/posts/medical_image_seg/multi-modality-medical-image-segmentation-via-adversarial-learning-with-cv-energy-functional/Wed, 30 Jul 2025 12:00:00 GMThttps://louaq.io/posts/medical_image_seg/entropy-aware-dynamic-path-selection-network-for-multi-modality-medical-image-fusion/https://louaq.io/posts/medical_image_seg/entropy-aware-dynamic-path-selection-network-for-multi-modality-medical-image-fusion/Tue, 29 Jul 2025 17:12:00 GMThttps://louaq.io/posts/medical_image_seg/multiscale-frequency-guided-image-analyses-for-mixed-modality-medical-image-segmentation/https://louaq.io/posts/medical_image_seg/multiscale-frequency-guided-image-analyses-for-mixed-modality-medical-image-segmentation/Mon, 28 Jul 2025 17:20:00 GMThttps://louaq.io/posts/medical_image_seg/a-novel-3d-unsupervised-domain-adaptation-framework-for-cross-modality-medical-image-segmentation/https://louaq.io/posts/medical_image_seg/a-novel-3d-unsupervised-domain-adaptation-framework-for-cross-modality-medical-image-segmentation/Sun, 27 Jul 2025 16:21:00 GMThttps://louaq.io/posts/medical_image_seg/matr-multimodal-medical-image-fusion-via-multiscale-adaptive-transformer/https://louaq.io/posts/medical_image_seg/matr-multimodal-medical-image-fusion-via-multiscale-adaptive-transformer/Fri, 25 Jul 2025 13:59:00 GMThttps://louaq.io/posts/medical_image_seg/hybrid-cross-modality-fusion-network-for-medical-image-segmentation-with-contrastive-learning/https://louaq.io/posts/medical_image_seg/hybrid-cross-modality-fusion-network-for-medical-image-segmentation-with-contrastive-learning/Fri, 25 Jul 2025 11:05:00 GMThttps://louaq.io/posts/medical_image_seg/cross-modality-interaction-network-for-medical-image-fusion/https://louaq.io/posts/medical_image_seg/cross-modality-interaction-network-for-medical-image-fusion/Thu, 24 Jul 2025 09:14:00 GMThttps://louaq.io/posts/medical_image_seg/a-cascaded-framework-with-cross-modality-transfer-learning-for-whole-heart-segmentation/https://louaq.io/posts/medical_image_seg/a-cascaded-framework-with-cross-modality-transfer-learning-for-whole-heart-segmentation/Tue, 22 Jul 2025 16:57:00 GMThttps://louaq.io/posts/medical_image_seg/diff-if-multi-modality-image-fusion-via-diffusion-model-with-fusion-knowledge-prior/https://louaq.io/posts/medical_image_seg/diff-if-multi-modality-image-fusion-via-diffusion-model-with-fusion-knowledge-prior/Mon, 21 Jul 2025 16:20:00 GMThttps://louaq.io/posts/medical_image_seg/brain-tumor-segmentation-based-on-the-dual-path-network-of-multi-modal-mri-images/https://louaq.io/posts/medical_image_seg/brain-tumor-segmentation-based-on-the-dual-path-network-of-multi-modal-mri-images/Sat, 19 Jul 2025 12:00:00 GMThttps://louaq.io/posts/medical_image_seg/fpl-filtered-pseudo-label-based-unsupervised-cross-modality-adaptation-for-3d-medical-image-segmentation/https://louaq.io/posts/medical_image_seg/fpl-filtered-pseudo-label-based-unsupervised-cross-modality-adaptation-for-3d-medical-image-segmentation/Fri, 18 Jul 2025 16:27:00 GMThttps://louaq.io/posts/medical_image_seg/brain-tumor-segmentation-in-mri-with-multi-modality-spatial-information-enhancement-and-boundary-shape-correction/https://louaq.io/posts/medical_image_seg/brain-tumor-segmentation-in-mri-with-multi-modality-spatial-information-enhancement-and-boundary-shape-correction/Wed, 16 Jul 2025 19:28:00 GMThttps://louaq.io/posts/medical_image_seg/adaptive-cross-feature-fusion-network-with-inconsistency-guidance-for-multi-modal-brain-tumor-segmentation/https://louaq.io/posts/medical_image_seg/adaptive-cross-feature-fusion-network-with-inconsistency-guidance-for-multi-modal-brain-tumor-segmentation/Wed, 16 Jul 2025 12:00:00 GMThttps://louaq.io/posts/medical_image_seg/msgfusion-medical-semantic-guided-two-branch-network-for-multimodal-brain-image-fusion/https://louaq.io/posts/medical_image_seg/msgfusion-medical-semantic-guided-two-branch-network-for-multimodal-brain-image-fusion/Tue, 15 Jul 2025 14:20:00 GMThttps://louaq.io/posts/medical_image_seg/automatic-brain-segmentation-for-petmr-dual-modal-images-through-a-cross-fusion-mechanism/https://louaq.io/posts/medical_image_seg/automatic-brain-segmentation-for-petmr-dual-modal-images-through-a-cross-fusion-mechanism/Thu, 10 Jul 2025 17:23:00 GMThttps://louaq.io/posts/multimodal/mr%E5%A4%9A%E6%A8%A1%E6%80%81%E6%95%B0%E6%8D%AE/https://louaq.io/posts/multimodal/mr%E5%A4%9A%E6%A8%A1%E6%80%81%E6%95%B0%E6%8D%AE/Wed, 09 Jul 2025 21:30:00 GMThttps://louaq.io/posts/medical_image_seg/flexible-fusion-network-for-multi-modal-brain-tumor-segmentation/https://louaq.io/posts/medical_image_seg/flexible-fusion-network-for-multi-modal-brain-tumor-segmentation/Tue, 08 Jul 2025 17:38:00 GMThttps://louaq.io/posts/medical_image_seg/mactfusion-lightweight-cross-transformer-for-adaptive-multimodal-medical-image-fusion/https://louaq.io/posts/medical_image_seg/mactfusion-lightweight-cross-transformer-for-adaptive-multimodal-medical-image-fusion/Mon, 07 Jul 2025 17:18:00 GMThttps://louaq.io/posts/medical_image_seg/btsegdiff-brain-tumor-segmentation-based-on-multimodal-mri-dynamically-guided-diffusion-probability-model/https://louaq.io/posts/medical_image_seg/btsegdiff-brain-tumor-segmentation-based-on-multimodal-mri-dynamically-guided-diffusion-probability-model/Sun, 06 Jul 2025 20:30:00 GMThttps://louaq.io/posts/medical_image_seg/asymmetric-adaptive-heterogeneous-network-for-multi-modality-medical-image-segmentation/https://louaq.io/posts/medical_image_seg/asymmetric-adaptive-heterogeneous-network-for-multi-modality-medical-image-segmentation/Sat, 05 Jul 2025 10:24:00 GMThttps://louaq.io/posts/medical_image_seg/mlfuse-multi-scenario-feature-joint-learning-for-multi-modality-image-fusion/https://louaq.io/posts/medical_image_seg/mlfuse-multi-scenario-feature-joint-learning-for-multi-modality-image-fusion/Thu, 03 Jul 2025 17:01:00 GMThttps://louaq.io/posts/medical_image_seg/a-nested-self-supervised-learning-framework-for-3-d-semantic-segmentation-driven-multi-modal-medical-image-fusion/https://louaq.io/posts/medical_image_seg/a-nested-self-supervised-learning-framework-for-3-d-semantic-segmentation-driven-multi-modal-medical-image-fusion/Wed, 02 Jul 2025 09:34:00 GMThttps://louaq.io/posts/medical_image_seg/mirror-u-net-marrying-multimodal-fission-with-multi-task-learning-for-semantic-segmentation-in-medical-imaging/https://louaq.io/posts/medical_image_seg/mirror-u-net-marrying-multimodal-fission-with-multi-task-learning-for-semantic-segmentation-in-medical-imaging/Mon, 30 Jun 2025 14:24:00 GMThttps://louaq.io/posts/medical_image_seg/bsafusion-a-bidirectional-stepwise-feature-alignment-network-for-unaligned-medical-image-fusion/https://louaq.io/posts/medical_image_seg/bsafusion-a-bidirectional-stepwise-feature-alignment-network-for-unaligned-medical-image-fusion/Thu, 26 Jun 2025 19:23:00 GMThttps://louaq.io/posts/multimodal/%E5%A4%9A%E6%A8%A1%E6%80%81%E5%8C%BB%E5%AD%A6/https://louaq.io/posts/multimodal/%E5%A4%9A%E6%A8%A1%E6%80%81%E5%8C%BB%E5%AD%A6/Wed, 25 Jun 2025 19:36:21 GMThttps://louaq.io/posts/medical_image_seg/rethinking-u-net-task-adaptive-mixture-of-skip-connections-for-enhanced-medical-image-segmentation/https://louaq.io/posts/medical_image_seg/rethinking-u-net-task-adaptive-mixture-of-skip-connections-for-enhanced-medical-image-segmentation/Mon, 23 Jun 2025 10:37:00 GMThttps://louaq.io/posts/frp/%E9%85%8D%E7%BD%AE%E5%A4%B1%E8%B4%A5%E7%99%BB%E5%BD%95%E5%B0%9D%E8%AF%95%E9%99%90%E5%88%B6/https://louaq.io/posts/frp/%E9%85%8D%E7%BD%AE%E5%A4%B1%E8%B4%A5%E7%99%BB%E5%BD%95%E5%B0%9D%E8%AF%95%E9%99%90%E5%88%B6/Sun, 08 Jun 2025 21:13:00 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