COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation | Paper Citation Record

Observation b6b0aed7-a78e-43d2-91b3-6ade6df19128 · outbound

This paper cites Multilayered thresholding-based blood vessel segmentation for screening of diabetic retinopathy.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Multilayered thresholding-based blood vessel segmentation for screening of diabetic retinopathy

Reference 1

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Observation 59b26bf5-8417-4fc2-b3c8-dbe63c53096b · outbound

This paper cites Medical image segmentation review: The suc- cess of u-net.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Medical image segmentation review: The suc- cess of u-net

Reference 2

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Observation 55e328c7-d17c-4a14-bdc1-d731aed18cc3 · outbound

This paper cites A comprehensive survey of mamba architectures for medical image analysis: Classifi- cation, segmentation, restoration and beyond.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation A comprehensive survey of mamba architectures for medical image analysis: Classifi- cation, segmentation, restoration and beyond

Reference 3

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Observation f9d1aa74-5ca2-470d-aac2-3a9676a68bd2 · outbound

This paper cites Pseudo-label guided con- trastive learning for semi-supervised medical image segmen- tation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Pseudo-label guided con- trastive learning for semi-supervised medical image segmen- tation

Reference 4

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This paper cites Pseudo-label guided con- trastive learning for semi-supervised medical image segmen- tation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Pseudo-label guided con- trastive learning for semi-supervised medical image segmen- tation

Reference 5

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Observation 826ecf69-f7be-48bd-85ad-31a26d435876 · outbound

This paper cites Deep-learning based detection of vessel occlusions on ct-angiography in patients with suspected acute ischemic stroke.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Deep-learning based detection of vessel occlusions on ct-angiography in patients with suspected acute ischemic stroke

Reference 6

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Observation c3a635a6-9723-49ff-8e49-9bca1cb986b8 · outbound

This paper cites Cerebrovascular seg- mentation in tof-mra with topology regularization adversar- ial model.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Cerebrovascular seg- mentation in tof-mra with topology regularization adversar- ial model

Reference 7

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Observation 953973b0-c2d2-4977-baf5-7b17b0230fcc · outbound

This paper cites All answers are in the images: A review of deep learning for cerebrovascular segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation All answers are in the images: A review of deep learning for cerebrovascular segmentation

Reference 8

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Observation a89f328b-ce8d-469e-988c-9284c102bee4 · outbound

This paper cites Visformer: The vision-friendly transformer.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Visformer: The vision-friendly transformer

Reference 9

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Observation 3a4c7a74-9be5-46f8-aee7-ecc0de725e91 · outbound

This paper cites Transformers are SSMs: General- ized models and efficient algorithms through structured state space duality.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Transformers are SSMs: General- ized models and efficient algorithms through structured state space duality

Reference 10

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Observation e874c50f-be69-47a8-8e40-582f2ce97b0a · outbound

This paper cites Multiscale vessel enhancement filtering.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Multiscale vessel enhancement filtering

Reference 11

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Observation 91d715de-9af3-412c-8b17-5aad1374a77f · outbound

This paper cites Computed tomography coronary angiogram images, annotations and associated data of normal and diseased arteries.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Computed tomography coronary angiogram images, annotations and associated data of normal and diseased arteries

Reference 12

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Observation 20c329b7-a634-4cf5-91d2-9ea683e391e6 · outbound

This paper cites Innervation of systemic blood vessels.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Innervation of systemic blood vessels

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.439737Z

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Observation d156a298-aa52-4a34-b95a-e7fbf54eb112 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-05-23T01:47:22.325717Z

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Observation b1a669c5-b1ff-459f-a462-2293c001d0c1 · outbound

This paper cites A survey on vision transformer.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation A survey on vision transformer

Reference 15

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Observation 3c3fd33b-9d1f-4b99-adf7-92b6a4dab33f · outbound

This paper cites Cerebrovascular segmentation from tof using stochastic models.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Cerebrovascular segmentation from tof using stochastic models

Reference 16

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Observation 6221ddbb-ebeb-4107-a51d-1cbba9d5f8bd · outbound

This paper cites Unetr: Transformers for 3d med- ical image segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Unetr: Transformers for 3d med- ical image segmentation

Reference 17

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Observation b6bc7eea-c618-4082-9f9c-a4fc07610c91 · outbound

This paper cites Transformers in medical image analysis.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Transformers in medical image analysis

Reference 18

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Observation e42ccc5b-8290-4e6d-9156-db9f3aabac43 · outbound

This paper cites Dense biased networks with deep priori anatomy and hard region adaptation: Semi- supervised learning for fine renal artery segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Dense biased networks with deep priori anatomy and hard region adaptation: Semi- supervised learning for fine renal artery segmentation

Reference 19

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Observation 5c3f6ad7-ff78-4daa-8eea-33fe954b9a6f · outbound

This paper cites Meta grayscale adaptive network for 3d integrated renal structures segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Meta grayscale adaptive network for 3d integrated renal structures segmentation

Reference 20

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Observation a32cfabf-883d-457d-aae9-476a0f30af3e · outbound

This paper cites Squeeze-and-excitation net- works.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Squeeze-and-excitation net- works

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.381007Z

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Observation f60e657e-cbbf-447f-82eb-9dd4b77fac44 · outbound

This paper cites Representing topological self-similarity using fractal feature maps for accurate segmentation of tubu- lar structures.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Representing topological self-similarity using fractal feature maps for accurate segmentation of tubu- lar structures

Reference 22

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Observation 542121da-80e2-4f1a-a71d-5090c2f1beda · outbound

This paper cites nnu-net: a self-configuring method for deep learning-based biomedical image segmen- tation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation nnu-net: a self-configuring method for deep learning-based biomedical image segmen- tation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.475510Z

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Observation 4b14939e-123a-4ff0-ab51-6cc2e870cdb0 · outbound

This paper cites Transformers in vision: A survey.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Transformers in vision: A survey

Reference 24

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Observation bf50c0f2-303b-4003-8a91-b6ee1ce332b8 · outbound

This paper cites A publicly available deep learning model and dataset for segmentation of breast, fibroglandular tissue, and vessels in breast mri.Sci- entific Reports, 14(1):5383.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation A publicly available deep learning model and dataset for segmentation of breast, fibroglandular tissue, and vessels in breast mri.Sci- entific Reports, 14(1):5383

Reference 25

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Observation 89492f2e-caf2-4417-8ede-dc33ee0c6f4a · outbound

This paper cites Super vision trans- former.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Super vision trans- former

Reference 26

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Observation 9e70eebc-8899-43eb-a504-d12d014071e6 · outbound

This paper cites Has multimodal learning delivered universal intelligence in healthcare? a comprehensive survey.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Has multimodal learning delivered universal intelligence in healthcare? a comprehensive survey

Reference 27

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Observation 2b383f67-d4bc-4f66-bc3f-86720a159b17 · outbound

This paper cites Swin-umamba: Mamba-based unet with imagenet-based pretraining.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Swin-umamba: Mamba-based unet with imagenet-based pretraining

Reference 28

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Observation 517f1896-758f-4f63-8618-d1314fc9c67d · outbound

This paper cites Efficient automatic segmentation for multi-level pulmonary arteries: The PARSE challenge.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Efficient automatic segmentation for multi-level pulmonary arteries: The PARSE challenge

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:47:22.343231Z

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Observation 3083238a-4702-4541-a242-24b5a5a7727b · outbound

This paper cites Segment anything in medical images.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Segment anything in medical images

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.414703Z

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Observation bdb5cfb5-eb3e-45e3-a3b3-aeff54de35d6 · outbound

This paper cites U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-05-23T01:47:22.338808Z

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Observation 6b97057d-c674-4c46-baa3-5f2340b7d18e · outbound

This paper cites Self- supervised vessel segmentation via adversarial learning.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Self- supervised vessel segmentation via adversarial learning

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.387667Z

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Observation 15f6bdf3-50a3-47e4-b493-c1b4eddb585d · outbound

This paper cites Dynamic snake convolution based on topo- logical geometric constraints for tubular structure segmenta- tion.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Dynamic snake convolution based on topo- logical geometric constraints for tubular structure segmenta- tion

Reference 33

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Observation bc709912-dacb-446f-80d2-da796652cd5a · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation U-net: Convolutional networks for biomedical image segmentation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.405541Z

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Observation 0c7564ec-ea70-428c-848b-d3779ba63034 · outbound

This paper cites VM-UNet: Vision Mamba UNet for Medical Image Segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation VM-UNet: Vision Mamba UNet for Medical Image Segmentation

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-23T01:47:22.347001Z

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Observation 8144da5f-8e4b-44b8-b19b-53b8b270eb99 · outbound

This paper cites A machine learning approach to radiogenomics of breast cancer: a study of 922 subjects and 529 dce-mri features.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation A machine learning approach to radiogenomics of breast cancer: a study of 922 subjects and 529 dce-mri features

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.392747Z

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Observation ab9ba25a-327d-433f-8cc7-0b060f7f9f0d · outbound

This paper cites Progressive pretraining network for 3d system ma- trix calibration in magnetic particle imaging.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Progressive pretraining network for 3d system ma- trix calibration in magnetic particle imaging

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.433606Z

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Observation e4dd4e6f-3ff7-4ef0-b0fa-4d1e631a557b · outbound

This paper cites Benefit from public unlabeled data: A frangi filter-based pretraining network for 3d cerebrovascular segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Benefit from public unlabeled data: A frangi filter-based pretraining network for 3d cerebrovascular segmentation

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.407948Z

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Observation c426dd3b-02cd-4d9d-b8d0-6c2e5b4a5960 · outbound

This paper cites Centerline boundary dice loss for vascular segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Centerline boundary dice loss for vascular segmentation

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.373320Z

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Observation dccc0e06-c107-46bd-99a2-dc96f10b41a4 · outbound

This paper cites cldice-a novel topology-preserving loss function for tubular structure seg- mentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation cldice-a novel topology-preserving loss function for tubular structure seg- mentation

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.485454Z

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Observation 921769b6-2e94-4bb9-9ad0-5c46ebab4f9c · outbound

This paper cites 3d attention u-net with pretrain- ing: A solution to cada-aneurysm segmentation challenge.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation 3d attention u-net with pretrain- ing: A solution to cada-aneurysm segmentation challenge

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.469717Z

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Observation 1cb4132c-5312-46bf-b460-6828c1f5eb84 · outbound

This paper cites Self-supervised pre-training of swin trans- formers for 3d medical image analysis.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Self-supervised pre-training of swin trans- formers for 3d medical image analysis

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.461078Z

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Observation 92f1eaf7-35c0-411b-b71d-988291e0c349 · outbound

This paper cites Primary vascular tumors of bone: a com- prehensive literature review on classification, diagnosis and treatment.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Primary vascular tumors of bone: a com- prehensive literature review on classification, diagnosis and treatment

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.487646Z

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Observation 26695737-b7c7-4ca6-b41d-cdfde6b8706c · outbound

This paper cites Evaluation of the morphological and bio- logical functions of vascularized microphysiological systems with supervised machine learning.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Evaluation of the morphological and bio- logical functions of vascularized microphysiological systems with supervised machine learning

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.397509Z

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Observation 6ed79523-24ae-4842-965b-dfdc4e29f473 · outbound

This paper cites Deep learning for mr angiography: auto- mated detection of cerebral aneurysms.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Deep learning for mr angiography: auto- mated detection of cerebral aneurysms

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.418929Z

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Observation 903db0ba-19b7-469c-8600-8e0eeffc2016 · outbound

This paper cites Augmenting vascular disease di- agnosis by vasculature-aware unsupervised learning.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Augmenting vascular disease di- agnosis by vasculature-aware unsupervised learning

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.489821Z

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Observation b0ce4955-fbf7-441b-b72c-74ec3bc805de · outbound

This paper cites vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:47:22.357507Z

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Observation 03258e6b-3c10-4363-b8c6-c774a171326d · outbound

This paper cites Cbam: Convolutional block attention module.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Cbam: Convolutional block attention module

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.443816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fc500675-96ef-4068-a72e-3fe1e92fd449 · outbound

This paper cites Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:47:22.334957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7ca5295a-55b6-42e6-858b-0d2220eacaea · outbound

This paper cites Deep closing: Enhancing topological connectiv- ity in medical tubular segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Deep closing: Enhancing topological connectiv- ity in medical tubular segmentation

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.454170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 66086527-4bf8-49f7-a289-92ff19d5952b · outbound

This paper cites Transformer-based 3d u-net for pulmonary vessel segmen- tation and artery-vein separation from ct images.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Transformer-based 3d u-net for pulmonary vessel segmen- tation and artery-vein separation from ct images

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.477679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8479d4e3-ae5f-45e0-809e-dfd38a0164b5 · outbound

This paper cites 3d vessel-like structure segmentation in medical images by an edge-reinforced network.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation 3d vessel-like structure segmentation in medical images by an edge-reinforced network

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.431624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4b8fb15f-9677-4bef-8345-dc495fb5d3f9 · outbound

This paper cites Segmamba: Long-range sequential modeling mamba for 3d medical image segmentation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Segmamba: Long-range sequential modeling mamba for 3d medical image segmentation

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.497202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7a19aaeb-1bd7-4fe3-90f2-f0b55506bacf · outbound

This paper cites Visual Mamba: A Survey and New Outlooks.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Visual Mamba: A Survey and New Outlooks

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:47:22.350669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ae4543f6-8770-4c0e-b82b-60b3b4093557 · outbound

This paper cites Clifton, S.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Clifton, S

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.458493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7e545fc0-602a-4191-8d6d-aeb14b11bc9e · outbound

This paper cites The society for vascular surgery practice guidelines on follow-up after vascular surgery arte- rial procedures.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation The society for vascular surgery practice guidelines on follow-up after vascular surgery arte- rial procedures

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.425141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 956b313c-0ce4-4999-b182-d210f7f6016f · outbound

This paper cites Performance of foundation model for 3D vessel segmen- tation.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Performance of foundation model for 3D vessel segmen- tation

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.465465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 35905e57-3840-4f43-9c7b-67474faa6912 · outbound

This paper cites Analysis of Fundation Model for 3D Vessel Seg- mantation The Medical-SAM was reported to perform poorly on vas- cular structures [30].

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Analysis of Fundation Model for 3D Vessel Seg- mantation The Medical-SAM was reported to perform poorly on vas- cular structures [30]

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.480147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e5cfd610-e180-4717-8b9b-34aa49b3f7ce · outbound

This paper cites The λ is empirically set to 0.25.

COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation The λ is empirically set to 0.25

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T01:47:22.375711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Reference resolution

Outbound references

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