Copertina

When Negation Is a Geometry Problem in Vision-Language Models

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Sammani, Fawaz, Chamiti, Tzoulio, Gavrikov, Paul, Deligiannis, Nikos
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Interpreting and Analysing CLIP's Zero-Shot Image Classification via Mutual Knowledge
di: Sammani, Fawaz, et al.
Pubblicazione: (2024)

CLIP-Free, Label Free, Unsupervised Concept Bottleneck Models
di: Sammani, Fawaz, et al.
Pubblicazione: (2025)

ReferGPT: Towards Zero-Shot Referring Multi-Object Tracking
di: Chamiti, Tzoulio, et al.
Pubblicazione: (2025)

GATA2Floor: Graph attention for floor counting in street-view facades
di: Le, Ngoc Tan, et al.
Pubblicazione: (2026)

Temporal Concept Dynamics in Diffusion Models via Prompt-Conditioned Interventions
di: Gorgun, Ada, et al.
Pubblicazione: (2025)

Large Models in Dialogue for Active Perception and Anomaly Detection
di: Chamiti, Tzoulio, et al.
Pubblicazione: (2025)

Scalable Context-Preserving Model-Aware Deep Clustering for Hyperspectral Images
di: Li, Xianlu, et al.
Pubblicazione: (2025)

Vision Transformers: the threat of realistic adversarial patches
di: Cools, Kasper, et al.
Pubblicazione: (2025)

TTRV: Test-Time Reinforcement Learning for Vision Language Models
di: Singh, Akshit, et al.
Pubblicazione: (2025)

Vision-Language Models Do Not Understand Negation
di: Alhamoud, Kumail, et al.
Pubblicazione: (2025)

GLOV: Guided Large Language Models as Implicit Optimizers for Vision Language Models
di: Mirza, M. Jehanzeb, et al.
Pubblicazione: (2024)

FUTON: Fourier Tensor Network for Implicit Neural Representations
di: Ashtari, Pooya, et al.
Pubblicazione: (2026)

Negation-Aware Test-Time Adaptation for Vision-Language Models
di: Han, Haochen, et al.
Pubblicazione: (2025)

SpaceVLM: Sub-Space Modeling of Negation in Vision-Language Models
di: Ranjbar, Sepehr Kazemi, et al.
Pubblicazione: (2025)

GeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models
di: Sharma, Aditya, et al.
Pubblicazione: (2024)

How Do Training Methods Influence the Utilization of Vision Models?
di: Gavrikov, Paul, et al.
Pubblicazione: (2024)

When Visuals Aren't the Problem: Evaluating Vision-Language Models on Misleading Data Visualizations
di: Lalai, Harsh Nishant, et al.
Pubblicazione: (2026)

Can Biases in ImageNet Models Explain Generalization?
di: Gavrikov, Paul, et al.
Pubblicazione: (2024)

Learn "No" to Say "Yes" Better: Improving Vision-Language Models via Negations
di: Singh, Jaisidh, et al.
Pubblicazione: (2024)

When Large Vision-Language Models Meet Person Re-Identification
di: Wang, Qizao, et al.
Pubblicazione: (2024)

Layer-Specific Fine-Tuning for Improved Negation Handling in Medical Vision-Language Models
di: Abbasi, Ali, et al.
Pubblicazione: (2026)

Knowledge Regularized Negative Feature Tuning of Vision-Language Models for Out-of-Distribution Detection
di: Zhu, Wenjie, et al.
Pubblicazione: (2025)

The Geometry of Representational Failures in Vision Language Models
di: Savietto, Daniele, et al.
Pubblicazione: (2026)

When LLaVA Meets Objects: Token Composition for Vision-Language-Models
di: Jahagirdar, Soumya, et al.
Pubblicazione: (2026)

When Background Matters: Breaking Medical Vision Language Models by Transferable Attack
di: Ghosh, Akash, et al.
Pubblicazione: (2026)

When Language Model Guides Vision: Grounding DINO for Cattle Muzzle Detection
di: Dulal, Rabin, et al.
Pubblicazione: (2025)

Class-Aware Prototype Learning with Negative Contrast for Test-Time Adaptation of Vision-Language Models
di: Qiao, Xiaozhen, et al.
Pubblicazione: (2025)

Enhancing Fine-Grained Vision-Language Pretraining with Negative Augmented Samples
di: Wang, Yeyuan, et al.
Pubblicazione: (2024)

Let Language Constrain Geometry: Vision-Language Models as Semantic and Spatial Critics for 3D Generation
di: Bai, Weimin, et al.
Pubblicazione: (2025)

When Language Overwrites Vision: Over-Alignment and Geometric Debiasing in Vision-Language Models
di: Saini, Harshvardhan, et al.
Pubblicazione: (2026)

Negative Object Presence Evaluation (NOPE) to Measure Object Hallucination in Vision-Language Models
di: Lovenia, Holy, et al.
Pubblicazione: (2023)

Enhancing Vision-Language Few-Shot Adaptation with Negative Learning
di: Zhang, Ce, et al.
Pubblicazione: (2024)

Negative Label Guided OOD Detection with Pretrained Vision-Language Models
di: Jiang, Xue, et al.
Pubblicazione: (2024)

Probing Visual Concepts in Lightweight Vision-Language Models for Automated Driving
di: Theodoridis, Nikos, et al.
Pubblicazione: (2026)

When Sinks Help or Hurt: Unified Framework for Attention Sink in Large Vision-Language Models
di: Choi, Jiho, et al.
Pubblicazione: (2026)

When Surfaces Lie: Exploiting Wrinkle-Induced Attention Shift to Attack Vision-Language Models
di: Hu, Chengyin, et al.
Pubblicazione: (2026)

FALCON: False-Negative Aware Learning of Contrastive Negatives in Vision-Language Alignment
di: Kim, Myunsoo, et al.
Pubblicazione: (2025)

SpanVLA: Efficient Action Bridging and Learning from Negative-Recovery Samples for Vision-Language-Action Model
di: Zhou, Zewei, et al.
Pubblicazione: (2026)

Malayalam Sign Language Identification using Finetuned YOLOv8 and Computer Vision Techniques
di: K., Abhinand, et al.
Pubblicazione: (2024)

When Do We Not Need Larger Vision Models?
di: Shi, Baifeng, et al.
Pubblicazione: (2024)