Towards Self-Refinement of Vision-Language Models with Triangular Consistency
Fuente:
arXiv
Saved in:
| Main Authors: | Deng, Yunlong, Chen, Guangyi, Gu, Tianpei, Kong, Lingjing, Li, Yan, Tang, Zeyu, Zhang, Kun |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SmartCLIP: Modular Vision-language Alignment with Identification Guarantees
by: Xie, Shaoan, et al.
Published: (2025)
by: Xie, Shaoan, et al.
Published: (2025)
Selection, Reflection and Self-Refinement: Revisit Reasoning Tasks via a Causal Lens
by: Deng, Yunlong, et al.
Published: (2025)
by: Deng, Yunlong, et al.
Published: (2025)
Self-Consistency as a Free Lunch: Reducing Hallucinations in Vision-Language Models via Self-Reflection
by: Han, Mingfei, et al.
Published: (2025)
by: Han, Mingfei, et al.
Published: (2025)
Self-Evolving Spatial Reasoning in Vision Language Models via Geometric Logic Consistency
by: Liu, Junming, et al.
Published: (2026)
by: Liu, Junming, et al.
Published: (2026)
Vision Inference Former: Sustaining Visual Consistency in Multimodal Large Language Models
by: Dong, Xinpeng, et al.
Published: (2026)
by: Dong, Xinpeng, et al.
Published: (2026)
ProtoDCS: Towards Robust and Efficient Open-Set Test-Time Adaptation for Vision-Language Models
by: Luo, Wei, et al.
Published: (2026)
by: Luo, Wei, et al.
Published: (2026)
SenseBench: A Benchmark for Remote Sensing Low-Level Visual Perception and Description in Large Vision-Language Models
by: Zhong, Chen, et al.
Published: (2026)
by: Zhong, Chen, et al.
Published: (2026)
Kestrel: Grounding Self-Refinement for LVLM Hallucination Mitigation
by: Mao, Jiawei, et al.
Published: (2026)
by: Mao, Jiawei, et al.
Published: (2026)
A Survey on Vision-Language-Action Models for Autonomous Driving
by: Jiang, Sicong, et al.
Published: (2025)
by: Jiang, Sicong, et al.
Published: (2025)
GeoWorld-VLM: Geometry from World Models for Vision-Language Models
by: Gu, Renjie, et al.
Published: (2026)
by: Gu, Renjie, et al.
Published: (2026)
MedVH: Towards Systematic Evaluation of Hallucination for Large Vision Language Models in the Medical Context
by: Gu, Zishan, et al.
Published: (2024)
by: Gu, Zishan, et al.
Published: (2024)
HMVLM: Multistage Reasoning-Enhanced Vision-Language Model for Long-Tailed Driving Scenarios
by: Wang, Daming, et al.
Published: (2025)
by: Wang, Daming, et al.
Published: (2025)
AVA: Towards Agentic Video Analytics with Vision Language Models
by: Yan, Yuxuan, et al.
Published: (2025)
by: Yan, Yuxuan, et al.
Published: (2025)
Pandora: Towards General World Model with Natural Language Actions and Video States
by: Xiang, Jiannan, et al.
Published: (2024)
by: Xiang, Jiannan, et al.
Published: (2024)
ALAM: Algebraically Consistent Latent Action Model for Vision-Language-Action Models
by: Tang, Zuojin, et al.
Published: (2026)
by: Tang, Zuojin, et al.
Published: (2026)
Voila-A: Aligning Vision-Language Models with User's Gaze Attention
by: Yan, Kun, et al.
Published: (2023)
by: Yan, Kun, et al.
Published: (2023)
Grid2Matrix: Revealing Digital Agnosia in Vision-Language Models
by: Zhang, Yunkai, et al.
Published: (2026)
by: Zhang, Yunkai, et al.
Published: (2026)
AerialVLA: A Vision-Language-Action Model for UAV Navigation via Minimalist End-to-End Control
by: Xu, Peng, et al.
Published: (2026)
by: Xu, Peng, et al.
Published: (2026)
Unsupervised Synthetic Image Attribution: Alignment and Disentanglement
by: Liu, Zongfang, et al.
Published: (2026)
by: Liu, Zongfang, et al.
Published: (2026)
PathGLS: Evaluating Pathology Vision-Language Models without Ground Truth through Multi-Dimensional Consistency
by: Chen, Minbing, et al.
Published: (2026)
by: Chen, Minbing, et al.
Published: (2026)
VEQ: Modality-Adaptive Quantization for MoE Vision-Language Models
by: Qin, Guangshuo, et al.
Published: (2026)
by: Qin, Guangshuo, et al.
Published: (2026)
Object-Centric Vision Token Pruning for Vision Language Models
by: Li, Guangyuan, et al.
Published: (2025)
by: Li, Guangyuan, et al.
Published: (2025)
Dropout Prompt Learning: Towards Robust and Adaptive Vision-Language Models
by: Chen, Biao, et al.
Published: (2025)
by: Chen, Biao, et al.
Published: (2025)
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models
by: Huo, Fushuo, et al.
Published: (2024)
by: Huo, Fushuo, et al.
Published: (2024)
NuScenes-SpatialQA: A Spatial Understanding and Reasoning Benchmark for Vision-Language Models in Autonomous Driving
by: Tian, Kexin, et al.
Published: (2025)
by: Tian, Kexin, et al.
Published: (2025)
When Language Overwrites Vision: Over-Alignment and Geometric Debiasing in Vision-Language Models
by: Saini, Harshvardhan, et al.
Published: (2026)
by: Saini, Harshvardhan, et al.
Published: (2026)
TRINS: Towards Multimodal Language Models that Can Read
by: Zhang, Ruiyi, et al.
Published: (2024)
by: Zhang, Ruiyi, et al.
Published: (2024)
VLM4D: Towards Spatiotemporal Awareness in Vision Language Models
by: Zhou, Shijie, et al.
Published: (2025)
by: Zhou, Shijie, et al.
Published: (2025)
ImgTrojan: Jailbreaking Vision-Language Models with ONE Image
by: Tao, Xijia, et al.
Published: (2024)
by: Tao, Xijia, et al.
Published: (2024)
Mitigating Hallucinations via Inter-Layer Consistency Aggregation in Large Vision-Language Models
by: Tang, Kai, et al.
Published: (2025)
by: Tang, Kai, et al.
Published: (2025)
Gram-Anchored Prompt Learning for Vision-Language Models via Second-Order Statistics
by: Chen, Minglei, et al.
Published: (2026)
by: Chen, Minglei, et al.
Published: (2026)
LoopVLA: Learning Sufficiency in Recurrent Refinement for Vision-Language-Action Models
by: Shen, Boyang, et al.
Published: (2026)
by: Shen, Boyang, et al.
Published: (2026)
BASIC: Boosting Visual Alignment with Intrinsic Refined Embeddings in Multimodal Large Language Models
by: Tang, Jianting, et al.
Published: (2025)
by: Tang, Jianting, et al.
Published: (2025)
Assessing Image Inpainting via Re-Inpainting Self-Consistency Evaluation
by: Chen, Tianyi, et al.
Published: (2024)
by: Chen, Tianyi, et al.
Published: (2024)
Controllable Video Generation with Provable Disentanglement
by: Shen, Yifan, et al.
Published: (2025)
by: Shen, Yifan, et al.
Published: (2025)
Skill-Conditioned Visual Geolocation for Vision-Language Models
by: Yang, Chenjie, et al.
Published: (2026)
by: Yang, Chenjie, et al.
Published: (2026)
From Pixels to Words -- Towards Native Vision-Language Primitives at Scale
by: Diao, Haiwen, et al.
Published: (2025)
by: Diao, Haiwen, et al.
Published: (2025)
Towards Calibrated Robust Fine-Tuning of Vision-Language Models
by: Oh, Changdae, et al.
Published: (2023)
by: Oh, Changdae, et al.
Published: (2023)
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction
by: Hao, Xixuan, et al.
Published: (2024)
by: Hao, Xixuan, et al.
Published: (2024)
Beyond Cross-Modal Alignment: Measuring and Leveraging Modality Gap in Vision-Language Models
by: Yan, Hanqi, et al.
Published: (2025)
by: Yan, Hanqi, et al.
Published: (2025)
Similar Items
-
SmartCLIP: Modular Vision-language Alignment with Identification Guarantees
by: Xie, Shaoan, et al.
Published: (2025) -
Selection, Reflection and Self-Refinement: Revisit Reasoning Tasks via a Causal Lens
by: Deng, Yunlong, et al.
Published: (2025) -
Self-Consistency as a Free Lunch: Reducing Hallucinations in Vision-Language Models via Self-Reflection
by: Han, Mingfei, et al.
Published: (2025) -
Self-Evolving Spatial Reasoning in Vision Language Models via Geometric Logic Consistency
by: Liu, Junming, et al.
Published: (2026) -
Vision Inference Former: Sustaining Visual Consistency in Multimodal Large Language Models
by: Dong, Xinpeng, et al.
Published: (2026)