V-Loop: Visual Logical Loop Verification for Hallucination Detection in Medical Visual Question Answering
Fuente:
arXiv
Saved in:
| Main Authors: | Jin, Mengyuan, Liao, Zehui, Xia, Yong |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering
by: Chen, Jiayi, et al.
Published: (2026)
by: Chen, Jiayi, et al.
Published: (2026)
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop for Test Time Adaptation in Medical Image Segmentation
by: Hu, Shishuai, et al.
Published: (2024)
by: Hu, Shishuai, et al.
Published: (2024)
UniVRSE: Unified Vision-conditioned Response Semantic Entropy for Hallucination Detection in Medical Vision-Language Models
by: Liao, Zehui, et al.
Published: (2025)
by: Liao, Zehui, et al.
Published: (2025)
Hallucination Benchmark in Medical Visual Question Answering
by: Wu, Jinge, et al.
Published: (2024)
by: Wu, Jinge, et al.
Published: (2024)
InViC: Intent-aware Visual Cues for Medical Visual Question Answering
by: Wang, Zhisong, et al.
Published: (2026)
by: Wang, Zhisong, et al.
Published: (2026)
Cycle Context Verification for In-Context Medical Image Segmentation
by: Hu, Shishuai, et al.
Published: (2025)
by: Hu, Shishuai, et al.
Published: (2025)
Targeted Visual Prompting for Medical Visual Question Answering
by: Tascon-Morales, Sergio, et al.
Published: (2024)
by: Tascon-Morales, Sergio, et al.
Published: (2024)
PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering
by: Zhang, Xiaoman, et al.
Published: (2023)
by: Zhang, Xiaoman, et al.
Published: (2023)
LoopViT: Scaling Visual ARC with Looped Transformers
by: Shu, Wen-Jie, et al.
Published: (2026)
by: Shu, Wen-Jie, et al.
Published: (2026)
Prompt-based Personalized Federated Learning for Medical Visual Question Answering
by: Zhu, He, et al.
Published: (2024)
by: Zhu, He, et al.
Published: (2024)
Structure Causal Models and LLMs Integration in Medical Visual Question Answering
by: Xu, Zibo, et al.
Published: (2025)
by: Xu, Zibo, et al.
Published: (2025)
FaithSCAN: Model-Driven Single-Pass Hallucination Detection for Faithful Visual Question Answering
by: Tong, Chaodong, et al.
Published: (2026)
by: Tong, Chaodong, et al.
Published: (2026)
Free Form Medical Visual Question Answering in Radiology
by: Narayanan, Abhishek, et al.
Published: (2024)
by: Narayanan, Abhishek, et al.
Published: (2024)
Saliency Guided Longitudinal Medical Visual Question Answering
by: Wu, Jialin, et al.
Published: (2025)
by: Wu, Jialin, et al.
Published: (2025)
Visually Interpretable Subtask Reasoning for Visual Question Answering
by: Cheng, Yu, et al.
Published: (2025)
by: Cheng, Yu, et al.
Published: (2025)
Visual Robustness Benchmark for Visual Question Answering (VQA)
by: Ishmam, Md Farhan, et al.
Published: (2024)
by: Ishmam, Md Farhan, et al.
Published: (2024)
MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering
by: Xi, Suyang, et al.
Published: (2026)
by: Xi, Suyang, et al.
Published: (2026)
Selectively Answering Visual Questions
by: Eisenschlos, Julian Martin, et al.
Published: (2024)
by: Eisenschlos, Julian Martin, et al.
Published: (2024)
MedXplain-VQA: Multi-Component Explainable Medical Visual Question Answering
by: Nguyen, Hai-Dang, et al.
Published: (2025)
by: Nguyen, Hai-Dang, et al.
Published: (2025)
Q-FSRU: Quantum-Augmented Frequency-Spectral For Medical Visual Question Answering
by: Thakur, Rakesh, et al.
Published: (2025)
by: Thakur, Rakesh, et al.
Published: (2025)
Unleashing the Potential of Open-set Noisy Samples Against Label Noise for Medical Image Classification
by: Liao, Zehui, et al.
Published: (2024)
by: Liao, Zehui, et al.
Published: (2024)
Wasserstein Equilibrium Decoding for Reliable Medical Visual Question Answering
by: Hagen, Luca, et al.
Published: (2026)
by: Hagen, Luca, et al.
Published: (2026)
Location-Aware Pretraining for Medical Difference Visual Question Answering
by: Musinguzi, Denis, et al.
Published: (2026)
by: Musinguzi, Denis, et al.
Published: (2026)
TM-PATHVQA:90000+ Textless Multilingual Questions for Medical Visual Question Answering
by: Rajkhowa, Tonmoy, et al.
Published: (2024)
by: Rajkhowa, Tonmoy, et al.
Published: (2024)
Questioning the Stability of Visual Question Answering
by: Rosenfeld, Amir, et al.
Published: (2025)
by: Rosenfeld, Amir, et al.
Published: (2025)
Leveraging LLMs with Iterative Loop Structure for Enhanced Social Intelligence in Video Question Answering
by: Mori, Erika, et al.
Published: (2025)
by: Mori, Erika, et al.
Published: (2025)
Visual Loop Closure Detection Through Deep Graph Consensus
by: Büchner, Martin, et al.
Published: (2025)
by: Büchner, Martin, et al.
Published: (2025)
ELT: Elastic Looped Transformers for Visual Generation
by: Goyal, Sahil, et al.
Published: (2026)
by: Goyal, Sahil, et al.
Published: (2026)
How Good LLMs Are at Answering Bangla Medical Visual Questions? Dataset and Benchmarking
by: Ahmed, Rafid, et al.
Published: (2026)
by: Ahmed, Rafid, et al.
Published: (2026)
LaPA: Latent Prompt Assist Model For Medical Visual Question Answering
by: Gu, Tiancheng, et al.
Published: (2024)
by: Gu, Tiancheng, et al.
Published: (2024)
Fusion of Domain-Adapted Vision and Language Models for Medical Visual Question Answering
by: Ha, Cuong Nhat, et al.
Published: (2024)
by: Ha, Cuong Nhat, et al.
Published: (2024)
Question-Aware Gaussian Experts for Audio-Visual Question Answering
by: Kim, Hongyeob, et al.
Published: (2025)
by: Kim, Hongyeob, et al.
Published: (2025)
Multimodal Rationales for Explainable Visual Question Answering
by: Li, Kun, et al.
Published: (2024)
by: Li, Kun, et al.
Published: (2024)
Evaluating Variance in Visual Question Answering Benchmarks
by: SR, Nikitha
Published: (2025)
by: SR, Nikitha
Published: (2025)
Knowledge Detection by Relevant Question and Image Attributes in Visual Question Answering
by: Ahir, Param, et al.
Published: (2023)
by: Ahir, Param, et al.
Published: (2023)
Breaking the Visual Shortcuts in Multimodal Knowledge-Based Visual Question Answering
by: Lee, Dosung, et al.
Published: (2025)
by: Lee, Dosung, et al.
Published: (2025)
Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion
by: Zhang, Junkai, et al.
Published: (2025)
by: Zhang, Junkai, et al.
Published: (2025)
LiteMedCoT-VL: Parameter-Efficient Adaptation for Medical Visual Question Answering
by: Ma, Runze, et al.
Published: (2026)
by: Ma, Runze, et al.
Published: (2026)
Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering
by: Tao, Qian, et al.
Published: (2025)
by: Tao, Qian, et al.
Published: (2025)
CLIP-UP: CLIP-Based Unanswerable Problem Detection for Visual Question Answering
by: Vardi, Ben, et al.
Published: (2025)
by: Vardi, Ben, et al.
Published: (2025)
Similar Items
-
VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering
by: Chen, Jiayi, et al.
Published: (2026) -
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop for Test Time Adaptation in Medical Image Segmentation
by: Hu, Shishuai, et al.
Published: (2024) -
UniVRSE: Unified Vision-conditioned Response Semantic Entropy for Hallucination Detection in Medical Vision-Language Models
by: Liao, Zehui, et al.
Published: (2025) -
Hallucination Benchmark in Medical Visual Question Answering
by: Wu, Jinge, et al.
Published: (2024) -
InViC: Intent-aware Visual Cues for Medical Visual Question Answering
by: Wang, Zhisong, et al.
Published: (2026)