MedCLIP: Contrastive Learning from Unpaired Medical Images and Text | Paper Citation Record

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BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs cites this paper.

BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 30

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Navigating Distribution Shifts in Medical Image Analysis: A Survey cites this paper.

Navigating Distribution Shifts in Medical Image Analysis: A Survey MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 203

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MaskMedPaint: Masked Medical Image Inpainting with Diffusion Models for Mitigation of Spurious Correlations cites this paper.

MaskMedPaint: Masked Medical Image Inpainting with Diffusion Models for Mitigation of Spurious Correlations MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 101

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D-Cube: Exploiting Hyper-Features of Diffusion Model for Robust Medical Classification cites this paper.

D-Cube: Exploiting Hyper-Features of Diffusion Model for Robust Medical Classification MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 57

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MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training cites this paper.

MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 36

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DoubleCCA: Improving Foundation Model Group Robustness with Random Sentence Embeddings cites this paper.

DoubleCCA: Improving Foundation Model Group Robustness with Random Sentence Embeddings MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 5

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LQ-Adapter: ViT-Adapter with Learnable Queries for Gallbladder Cancer Detection from Ultrasound Image cites this paper.

LQ-Adapter: ViT-Adapter with Learnable Queries for Gallbladder Cancer Detection from Ultrasound Image MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 41

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Understanding Museum Exhibits using Vision-Language Reasoning cites this paper.

Understanding Museum Exhibits using Vision-Language Reasoning MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 82

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Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions cites this paper.

Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 135

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UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection cites this paper.

UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 33

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MG-3D: Multi-Grained Knowledge-Enhanced 3D Medical Vision-Language Pre-training cites this paper.

MG-3D: Multi-Grained Knowledge-Enhanced 3D Medical Vision-Language Pre-training MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 34

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Language Model as Visual Explainer cites this paper.

Language Model as Visual Explainer MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 80

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Intelligent Control of Robotic X-ray Devices using a Language-promptable Digital Twin cites this paper.

Intelligent Control of Robotic X-ray Devices using a Language-promptable Digital Twin MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 27

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Prompt2Perturb (P2P): Text-Guided Diffusion-Based Adversarial Attacks on Breast Ultrasound Images cites this paper.

Prompt2Perturb (P2P): Text-Guided Diffusion-Based Adversarial Attacks on Breast Ultrasound Images MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 57

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UniMed-CLIP: Towards a Unified Image-Text Pretraining Paradigm for Diverse Medical Imaging Modalities cites this paper.

UniMed-CLIP: Towards a Unified Image-Text Pretraining Paradigm for Diverse Medical Imaging Modalities MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 84

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Read Like a Radiologist: Efficient Vision-Language Model for 3D Medical Imaging Interpretation cites this paper.

Read Like a Radiologist: Efficient Vision-Language Model for 3D Medical Imaging Interpretation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 2022

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Adaptive Concept Bottleneck for Foundation Models Under Distribution Shifts cites this paper.

Adaptive Concept Bottleneck for Foundation Models Under Distribution Shifts MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 41

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Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends cites this paper.

Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 201

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MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis cites this paper.

MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 32

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RadAlign: Advancing Radiology Report Generation with Vision-Language Concept Alignment cites this paper.

RadAlign: Advancing Radiology Report Generation with Vision-Language Concept Alignment MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 27

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SST-EM: Advanced Metrics for Evaluating Semantic, Spatial and Temporal Aspects in Video Editing cites this paper.

SST-EM: Advanced Metrics for Evaluating Semantic, Spatial and Temporal Aspects in Video Editing MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 28

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Large-scale and Fine-grained Vision-language Pre-training for Enhanced CT Image Understanding cites this paper.

Large-scale and Fine-grained Vision-language Pre-training for Enhanced CT Image Understanding MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 13

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FedEFM: Federated Endovascular Foundation Model with Unseen Data cites this paper.

FedEFM: Federated Endovascular Foundation Model with Unseen Data MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 27

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LoRA-TTT: Low-Rank Test-Time Training for Vision-Language Models cites this paper.

LoRA-TTT: Low-Rank Test-Time Training for Vision-Language Models MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 58

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Fair-MoE: Fairness-Oriented Mixture of Experts in Vision-Language Models cites this paper.

Fair-MoE: Fairness-Oriented Mixture of Experts in Vision-Language Models MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 35

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HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation cites this paper.

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 53

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Primus: Enforcing Attention Usage for 3D Medical Image Segmentation cites this paper.

Primus: Enforcing Attention Usage for 3D Medical Image Segmentation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 76

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Tables Guide Vision: Learning to See the Heart through Tabular Data cites this paper.

Tables Guide Vision: Learning to See the Heart through Tabular Data MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 37

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Meta-Entity Driven Triplet Mining for Aligning Medical Vision-Language Models cites this paper.

Meta-Entity Driven Triplet Mining for Aligning Medical Vision-Language Models MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 49

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CBM-RAG: Demonstrating Enhanced Interpretability in Radiology Report Generation with Multi-Agent RAG and Concept Bottleneck Models cites this paper.

CBM-RAG: Demonstrating Enhanced Interpretability in Radiology Report Generation with Multi-Agent RAG and Concept Bottleneck Models MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

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Position: Restructuring of Categories and Implementation of Guidelines Essential for VLM Adoption in Healthcare cites this paper.

Position: Restructuring of Categories and Implementation of Guidelines Essential for VLM Adoption in Healthcare MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 68

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On the Robustness of Medical Vision-Language Models: Are they Truly Generalizable? cites this paper.

On the Robustness of Medical Vision-Language Models: Are they Truly Generalizable? MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

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Advancements in Medical Image Classification through Fine-Tuning Natural Domain Foundation Models cites this paper.

Advancements in Medical Image Classification through Fine-Tuning Natural Domain Foundation Models MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

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Enhancing Biomedical Multi-modal Representation Learning with Multi-scale Pre-training and Perturbed Report Discrimination cites this paper.

Enhancing Biomedical Multi-modal Representation Learning with Multi-scale Pre-training and Perturbed Report Discrimination MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

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IQE-CLIP: Instance-aware Query Embedding for Zero-/Few-shot Anomaly Detection in Medical Domain cites this paper.

IQE-CLIP: Instance-aware Query Embedding for Zero-/Few-shot Anomaly Detection in Medical Domain MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 54

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MVP-CBM:Multi-layer Visual Preference-enhanced Concept Bottleneck Model for Explainable Medical Image Classification cites this paper.

MVP-CBM:Multi-layer Visual Preference-enhanced Concept Bottleneck Model for Explainable Medical Image Classification MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

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Time-Contrastive Pretraining for In-Context Image and Video Segmentation cites this paper.

Time-Contrastive Pretraining for In-Context Image and Video Segmentation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 20

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Taming Vision-Language Models for Medical Image Analysis: A Comprehensive Review cites this paper.

Taming Vision-Language Models for Medical Image Analysis: A Comprehensive Review MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 76

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MOSCARD -- Causal Reasoning and De-confounding for Multimodal Opportunistic Screening of Cardiovascular Adverse Events cites this paper.

MOSCARD -- Causal Reasoning and De-confounding for Multimodal Opportunistic Screening of Cardiovascular Adverse Events MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

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Recognizing Surgical Phases Anywhere: Few-Shot Test-time Adaptation and Task-graph Guided Refinement cites this paper.

Recognizing Surgical Phases Anywhere: Few-Shot Test-time Adaptation and Task-graph Guided Refinement MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 22

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MadCLIP: Few-shot Medical Anomaly Detection with CLIP cites this paper.

MadCLIP: Few-shot Medical Anomaly Detection with CLIP MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 31

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Medical-Knowledge Driven Multiple Instance Learning for Classifying Severe Abdominal Anomalies on Prenatal Ultrasound cites this paper.

Medical-Knowledge Driven Multiple Instance Learning for Classifying Severe Abdominal Anomalies on Prenatal Ultrasound MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 24

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MCA-RG: Enhancing LLMs with Medical Concept Alignment for Radiology Report Generation cites this paper.

MCA-RG: Enhancing LLMs with Medical Concept Alignment for Radiology Report Generation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 29

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A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models cites this paper.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 291

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Enhancing Remote Sensing Vision-Language Models Through MLLM and LLM-Based High-Quality Image-Text Dataset Generation cites this paper.

Enhancing Remote Sensing Vision-Language Models Through MLLM and LLM-Based High-Quality Image-Text Dataset Generation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 55

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MaskedCLIP: Bridging the Masked and CLIP Space for Semi-Supervised Medical Vision-Language Pre-training cites this paper.

MaskedCLIP: Bridging the Masked and CLIP Space for Semi-Supervised Medical Vision-Language Pre-training MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 37

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LSDM: LLM-Enhanced Spatio-temporal Diffusion Model for Service-Level Mobile Traffic Prediction cites this paper.

LSDM: LLM-Enhanced Spatio-temporal Diffusion Model for Service-Level Mobile Traffic Prediction MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

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CXR-CML: Improved zero-shot classification of long-tailed multi-label diseases in Chest X-Rays cites this paper.

CXR-CML: Improved zero-shot classification of long-tailed multi-label diseases in Chest X-Rays MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 33

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Observation 76d55707-67bd-4bd9-9d39-2ed939832342 · inbound

Quality Versus Sparsity in Image Recovery by Dictionary Learning Using Iterative Shrinkage cites this paper.

Quality Versus Sparsity in Image Recovery by Dictionary Learning Using Iterative Shrinkage MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

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Observation cc0574e7-9b79-4a62-b097-2449efccd337 · inbound

Prototype-Enhanced Confidence Modeling for Cross-Modal Medical Image-Report Retrieval cites this paper.

Prototype-Enhanced Confidence Modeling for Cross-Modal Medical Image-Report Retrieval MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 27

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Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language Models cites this paper.

Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language Models MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 51

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Observation 1fba0acb-f7ad-4c4e-9a11-1ec4d5d2e239 · inbound

GLAM: Geometry-Guided Local Alignment for Multi-View VLP in Mammography cites this paper.

GLAM: Geometry-Guided Local Alignment for Multi-View VLP in Mammography MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 30

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Automated Radiology Report Generation Based on Topic-Keyword Semantic Guidance cites this paper.

Automated Radiology Report Generation Based on Topic-Keyword Semantic Guidance MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

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Observation 058d74b8-bb18-4032-9b91-ec07e9ac309c · inbound

Align then Refine: Text-Guided 3D Prostate Lesion Segmentation cites this paper.

Align then Refine: Text-Guided 3D Prostate Lesion Segmentation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:05:23.456051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 51745ee9-1039-4c5e-bd95-3d11c50cdfc7 · inbound

CheXTemporal: A Dataset for Temporally-Grounded Reasoning in Chest Radiography cites this paper.

CheXTemporal: A Dataset for Temporally-Grounded Reasoning in Chest Radiography MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:07:22.245811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 14dfa5c6-453a-43fb-98c7-6b5fd01988e3 · inbound

BiomedAP: A Vision-Informed Dual-Anchor Framework with Gated Cross-Modal Fusion for Robust Medical Vision-Language Adaptation cites this paper.

BiomedAP: A Vision-Informed Dual-Anchor Framework with Gated Cross-Modal Fusion for Robust Medical Vision-Language Adaptation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:23:41.066303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c5582ec3-3109-4e7a-97f9-d7b3c6de0ec3 · inbound

MAM-CLIP: Vision-Language Pretraining on Mammography Atlases for BI-RADS Classification cites this paper.

MAM-CLIP: Vision-Language Pretraining on Mammography Atlases for BI-RADS Classification MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-20T06:38:05.781589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0c13a4e7-23be-474d-a95b-b32dc9b0d95d · inbound

CADRE: Stable, Parameter Efficient Adaptation of Medical Vision Language Models with Bounded Forgetting and Prior Drift cites this paper.

CADRE: Stable, Parameter Efficient Adaptation of Medical Vision Language Models with Bounded Forgetting and Prior Drift MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T10:39:45.259417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4cdd4e5f-b540-402d-b04b-ae6a3b457fcd · inbound

UniVAD v2: Unified Visual Anomaly Detection via Support-Conditioned Boundary Construction cites this paper.

UniVAD v2: Unified Visual Anomaly Detection via Support-Conditioned Boundary Construction MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-06-30T06:54:20.088546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0689525a-f50c-4f24-ac16-dd519279305f · inbound

Cross-Contextual Vision-Language Adaptation with LoRA for Personalized Severe Adverse Event Detection in Clinical Wound Monitoring cites this paper.

Cross-Contextual Vision-Language Adaptation with LoRA for Personalized Severe Adverse Event Detection in Clinical Wound Monitoring MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-11T04:45:22.224582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c2c9e2e-cdd7-42df-ac98-5c2de0407295 · inbound

CARE-X: Towards Clinically Useful Radiology VLMs with Auxiliary Supervision, Reward-Aligned Learning, and Tool-Augmented Measurement cites this paper.

CARE-X: Towards Clinically Useful Radiology VLMs with Auxiliary Supervision, Reward-Aligned Learning, and Tool-Augmented Measurement MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 122

Resolution: unresolved; no resolver link, observed 2026-08-05T10:23:59.134724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3618076-8621-4256-8a43-9a5017eb3272 · inbound

UniMod: Enhancing Multi-Modal Medical Diagnosis through Cross-Modality and Within-Modality Alignment cites this paper.

UniMod: Enhancing Multi-Modal Medical Diagnosis through Cross-Modality and Within-Modality Alignment MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-14T04:13:54.771872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db314c61-1f11-4510-9c40-18ecc2f68899 · inbound

ProBAG: Prototype-Guided Boundary-Aware Graph Diffusion for Weakly Supervised Histopathology Segmentation cites this paper.

ProBAG: Prototype-Guided Boundary-Aware Graph Diffusion for Weakly Supervised Histopathology Segmentation MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:15.445063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Reference resolution

Outbound references

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