Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T01:01:19.323031Z
Paper Citation Record · LEDGER
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation
As of 8 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2608.05683.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
46 of 46 outbound references displayed
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External citation measurements
No source-named external measurement is stored.
Outbound references
Observation dd9533ba-6cb9-4b55-9ce3-617c3fbe4447 · outbound
This paper cites A survey on deep learning in medical image analysis,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation A survey on deep learning in medical image analysis,
Reference 1
- Resolution
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Source-reported events for the cited work
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Observation 54309e33-cf3f-40c6-9ccb-637f0a1ffe63 · outbound
This paper cites Medical image analysis using convolutional neural net- works: a review,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Medical image analysis using convolutional neural net- works: a review,
Reference 2
- Resolution
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Source-reported events for the cited work
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Observation 4e6db198-d03d-473d-911b-323f6b898b1d · outbound
This paper cites Self-supervised learning methods and applications in medical imaging analysis: A survey,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Self-supervised learning methods and applications in medical imaging analysis: A survey,
Reference 3
- Resolution
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Source-reported events for the cited work
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Observation 6d5d9a05-380b-4abe-bdbc-740d014d938e · outbound
This paper cites Medclip: Contrastive learning from unpaired medical images and text,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Medclip: Contrastive learning from unpaired medical images and text,
Reference 4
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Source-reported events for the cited work
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Observation 49277c93-4338-4d93-8687-c3e4bd7d1586 · outbound
This paper cites U-net: Convolutional networks for biomedical image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation U-net: Convolutional networks for biomedical image segmentation,
Reference 5
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Source-reported events for the cited work
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Observation 39596e43-83c4-4258-95fa-091981ecea5c · outbound
This paper cites Fat-net: Feature adaptive transformers for automated skin lesion segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Fat-net: Feature adaptive transformers for automated skin lesion segmentation,
Reference 6
- Resolution
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Source-reported events for the cited work
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Observation 9a30a4de-cfb0-4e4f-8427-e7cac7cf6576 · outbound
This paper cites Swin-unet: Unet-like pure transformer for medical image segmenta- tion,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Swin-unet: Unet-like pure transformer for medical image segmenta- tion,
Reference 7
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Source-reported events for the cited work
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Observation 6364455a-430f-417c-a424-a0fbc366b568 · outbound
This paper cites Transdeeplab: Convolution-free transformer- based deeplab v3+ for medical image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Transdeeplab: Convolution-free transformer- based deeplab v3+ for medical image segmentation,
Reference 8
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 24a25ae0-5e2a-4a13-b5e0-ece2ff938fae · outbound
This paper cites TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation
Reference 9
- Resolution
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Source-reported events for the cited work
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Observation 1c1d7b3c-e6c9-4365-acf6-a8f3c5dfed9e · outbound
This paper cites H2former: An efficient hierarchical hybrid transformer for medical image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation H2former: An efficient hierarchical hybrid transformer for medical image segmentation,
Reference 10
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f9b10d7d-f9bf-40ef-a08f-45975db1d58c · outbound
This paper cites Learning transferable visual models from natural language supervision,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Learning transferable visual models from natural language supervision,
Reference 11
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Source-reported events for the cited work
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Observation 5ac841c1-f75f-4dab-8aad-eec9ed96b16c · outbound
This paper cites Vlsm-adapter: Finetuning vision-language segmentation efficiently with lightweight blocks,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Vlsm-adapter: Finetuning vision-language segmentation efficiently with lightweight blocks,
Reference 12
- Resolution
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Source-reported events for the cited work
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Observation 9c20ed03-afe6-4a07-991b-be35cc37783a · outbound
This paper cites Lvit: language meets vision transformer in medical image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Lvit: language meets vision transformer in medical image segmentation,
Reference 13
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 818a8b83-81ae-464d-b5b3-0f742d9b9781 · outbound
This paper cites Lavt: Language-aware vision transformer for referring image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Lavt: Language-aware vision transformer for referring image segmentation,
Reference 14
- Resolution
- verified fuzzy
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Source-reported events for the cited work
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Observation b38bd466-ffb0-48b3-a950-9210fb0d887b · outbound
This paper cites Denseclip: Language-guided dense prediction with context-aware prompting,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Denseclip: Language-guided dense prediction with context-aware prompting,
Reference 15
- Resolution
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Source-reported events for the cited work
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Observation 451c2d12-7138-4cc3-83c0-6ed25b3616aa · outbound
This paper cites From denoising training to test-time adaptation: Enhancing domain generalization for medical image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation From denoising training to test-time adaptation: Enhancing domain generalization for medical image segmentation,
Reference 16
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bd7b0c8f-2d56-4e3e-b297-d35f24d36f20 · outbound
This paper cites Enhancing the vision–language foundation model with key semantic knowledge-emphasized report refinement,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Enhancing the vision–language foundation model with key semantic knowledge-emphasized report refinement,
Reference 17
- Resolution
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Source-reported events for the cited work
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Observation d16e039a-ae17-40b2-b274-6eac597d6192 · outbound
This paper cites Embracing imperfect datasets: A review of deep learning solutions for medical image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Embracing imperfect datasets: A review of deep learning solutions for medical image segmentation,
Reference 18
- Resolution
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Source-reported events for the cited work
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Observation bde46a2f-7c9d-4856-94b4-1e655f96fa25 · outbound
This paper cites From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation
Reference 19
- Resolution
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Source-reported events for the cited work
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Observation fd2cfb16-9cd1-4cea-b507-4cdecf292dfa · outbound
This paper cites Medical image segmentation review: The success of u-net,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Medical image segmentation review: The success of u-net,
Reference 20
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c17dd87e-aa93-4f26-ac37-d919a5092640 · outbound
This paper cites Dcsau-net: A deeper and more compact split-attention u-net for medical image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Dcsau-net: A deeper and more compact split-attention u-net for medical image segmentation,
Reference 21
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation aa7786df-e39e-40de-ab7e-f825e40526e7 · outbound
This paper cites Cfformer: Cross cnn-transformer channel attention and spatial feature fusion for improved segmentation of heterogeneous medical images,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Cfformer: Cross cnn-transformer channel attention and spatial feature fusion for improved segmentation of heterogeneous medical images,
Reference 22
- Resolution
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Source-reported events for the cited work
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Observation b5cd1304-227a-4980-b590-51f316b54d24 · outbound
This paper cites Pubmedclip: How much does clip benefit visual question answering in the medical domain?.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Pubmedclip: How much does clip benefit visual question answering in the medical domain?
Reference 23
- Resolution
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Source-reported events for the cited work
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Observation 783c4ede-4dd0-4d0e-b9c8-f574d3a7ad55 · outbound
This paper cites UniMed-CLIP: Towards a Unified Image-Text Pretraining Paradigm for Diverse Medical Imaging Modalities.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation UniMed-CLIP: Towards a Unified Image-Text Pretraining Paradigm for Diverse Medical Imaging Modalities
Reference 24
- Resolution
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Source-reported events for the cited work
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Observation 32f2d337-5e53-4a9b-9f01-4184de94c97f · outbound
This paper cites Causalclipseg: Unlocking clip’s potential in referring medical image segmentation with causal intervention,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Causalclipseg: Unlocking clip’s potential in referring medical image segmentation with causal intervention,
Reference 25
- Resolution
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Source-reported events for the cited work
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Observation ece734c9-a86e-47d3-8a9d-ab77e2c85a2c · outbound
This paper cites Medclipseg: Probabilistic vision-language adaptation for data-efficient and generalizable medical image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Medclipseg: Probabilistic vision-language adaptation for data-efficient and generalizable medical image segmentation,
Reference 26
- Resolution
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Source-reported events for the cited work
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Observation 990cb456-17c2-4e09-8d7d-d2bd8c91e23b · outbound
This paper cites What uncertainties do we need in bayesian deep learning for computer vision?.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation What uncertainties do we need in bayesian deep learning for computer vision?
Reference 27
- Resolution
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Source-reported events for the cited work
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Observation e9a40148-5e4b-478d-a153-9b9d0f3dcd15 · outbound
This paper cites Dropout as a bayesian approximation: Representing model uncertainty in deep learning,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Dropout as a bayesian approximation: Representing model uncertainty in deep learning,
Reference 28
- Resolution
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Observation 48b4f2ae-ca21-49ab-b58a-526e0000e290 · outbound
This paper cites Simple and scalable predictive uncertainty estimation using deep ensembles,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Simple and scalable predictive uncertainty estimation using deep ensembles,
Reference 29
- Resolution
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Observation 537cd13c-c630-4e06-8558-bcb0d19629f0 · outbound
This paper cites Deep deterministic uncertainty: A new simple baseline,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Deep deterministic uncertainty: A new simple baseline,
Reference 30
- Resolution
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Observation 4dc22086-1720-4596-844c-c32988c82635 · outbound
This paper cites Probabilistic embeddings for cross-modal retrieval,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Probabilistic embeddings for cross-modal retrieval,
Reference 31
- Resolution
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Observation d66dc634-4aae-4061-88df-17e5e6257c7e · outbound
This paper cites Probvlm: Proba- bilistic adapter for frozen vison-language models,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Probvlm: Proba- bilistic adapter for frozen vison-language models,
Reference 32
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Observation b59062b6-7200-494c-8700-b83055e787c1 · outbound
This paper cites Image segmentation using text and image prompts,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Image segmentation using text and image prompts,
Reference 33
- Resolution
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Observation 476085c2-4d15-42b8-a74e-b228a27fb62a · outbound
This paper cites Thyroid region prior guided attention for ultrasound segmentation of thyroid nodules,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Thyroid region prior guided attention for ultrasound segmentation of thyroid nodules,
Reference 34
- Resolution
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Observation c2529042-e47b-4fbc-800d-40442ce2f18d · outbound
This paper cites Dataset of breast ultrasound images,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Dataset of breast ultrasound images,
Reference 35
- Resolution
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Observation 9b9bf9bd-6d14-4b36-92e9-6e444eddca3d · outbound
This paper cites Skin Lesion Analysis toward Melanoma Detection: A Challenge at the International Symposium on Biomedical Imaging (ISBI) 2016, hosted by the International Skin Imaging Collaboration (ISIC).
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Skin Lesion Analysis toward Melanoma Detection: A Challenge at the International Symposium on Biomedical Imaging (ISBI) 2016, hosted by the International Skin Imaging Collaboration (ISIC)
Reference 36
- Resolution
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Observation 4c79997b-c6d5-4ff4-857d-b07ff27cd579 · outbound
This paper cites Kvasir-seg: A segmented polyp dataset,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Kvasir-seg: A segmented polyp dataset,
Reference 37
- Resolution
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Source-reported events for the cited work
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Observation c4da4d75-33a7-42dd-b1db-a4d4871dd234 · outbound
This paper cites Osegnet: Operational segmentation network for covid-19 detection using chest x-ray images,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Osegnet: Operational segmentation network for covid-19 detection using chest x-ray images,
Reference 38
- Resolution
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Source-reported events for the cited work
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Observation 45296627-84c3-4c65-9969-35f8821b4943 · outbound
This paper cites An open-access breast lesion ultrasound image database: Applicable in artificial intelligence studies,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation An open-access breast lesion ultrasound image database: Applicable in artificial intelligence studies,
Reference 39
- Resolution
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Source-reported events for the cited work
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Observation 921f83ca-091c-4336-aea3-ca0d42319053 · outbound
This paper cites Automated polyp detection in colonoscopy videos using shape and context information,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Automated polyp detection in colonoscopy videos using shape and context information,
Reference 40
- Resolution
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Source-reported events for the cited work
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Observation 1df95c98-7cbb-4e31-95bb-299a1fba00bf · outbound
This paper cites Clip-tnseg: A multi- modal hybrid framework for thyroid nodule segmentation in ultrasound images,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Clip-tnseg: A multi- modal hybrid framework for thyroid nodule segmentation in ultrasound images,
Reference 41
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cb974eee-6d13-44d2-9091-67c0b3837d6b · outbound
This paper cites Qwen2.5-Coder Technical Report.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Qwen2.5-Coder Technical Report
Reference 42
- Resolution
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Source-reported events for the cited work
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Observation 2ee0cc91-397b-48de-b6c3-d3fedb8560bf · outbound
This paper cites Tganet: Text-guided attention for improved polyp segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Tganet: Text-guided attention for improved polyp segmentation,
Reference 43
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 35f9775e-d79a-4584-b162-10226ccc0f9c · outbound
This paper cites Image segmentation using text and image prompts,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Image segmentation using text and image prompts,
Reference 44
- Resolution
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Source-reported events for the cited work
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Observation 3b9ac2f3-67b3-49eb-a7b9-1b16e834e14a · outbound
This paper cites Ariadne’s thread: Using text prompts to improve segmentation of infected areas from chest x-ray images,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Ariadne’s thread: Using text prompts to improve segmentation of infected areas from chest x-ray images,
Reference 45
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c1106333-2764-4d7b-910e-4b24f7c09401 · outbound
This paper cites Cross- modal conditioned reconstruction for language-guided medical image segmentation,.
DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation Cross- modal conditioned reconstruction for language-guided medical image segmentation,
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T01:01:19.413243Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
No inbound Pith citation observations are available.