Overcoming the Pitfalls of Vision-Language Model Finetuning for OOD Generalization
Fuente:
arXiv
Saved in:
| Main Authors: | Zang, Yuhang, Goh, Hanlin, Susskind, Josh, Huang, Chen |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
GTMA: Dynamic Representation Optimization for OOD Vision-Language Models
by: Zhang, Jensen, et al.
Published: (2025)
by: Zhang, Jensen, et al.
Published: (2025)
Conjugated Semantic Pool Improves OOD Detection with Pre-trained Vision-Language Models
by: Chen, Mengyuan, et al.
Published: (2024)
by: Chen, Mengyuan, et al.
Published: (2024)
Vision-and-Language Navigation Generative Pretrained Transformer
by: Hanlin, Wen
Published: (2024)
by: Hanlin, Wen
Published: (2024)
MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models
by: Liu, Ziyu, et al.
Published: (2024)
by: Liu, Ziyu, et al.
Published: (2024)
Think Visually, Reason Textually: Vision-Language Synergy in ARC
by: Zhang, Beichen, et al.
Published: (2025)
by: Zhang, Beichen, et al.
Published: (2025)
TypeScore: A Text Fidelity Metric for Text-to-Image Generative Models
by: Sampaio, Georgia Gabriela, et al.
Published: (2024)
by: Sampaio, Georgia Gabriela, et al.
Published: (2024)
Contextual Object Detection with Multimodal Large Language Models
by: Zang, Yuhang, et al.
Published: (2023)
by: Zang, Yuhang, et al.
Published: (2023)
Proto-OOD: Enhancing OOD Object Detection with Prototype Feature Similarity
by: Chen, Junkun, et al.
Published: (2024)
by: Chen, Junkun, et al.
Published: (2024)
Do Pre-trained Vision-Language Models Encode Object States?
by: Newman, Kaleb, et al.
Published: (2024)
by: Newman, Kaleb, et al.
Published: (2024)
BehaviorVLM: Unified Finetuning-Free Behavioral Understanding with Vision-Language Reasoning
by: Ke, Jingyang, et al.
Published: (2026)
by: Ke, Jingyang, et al.
Published: (2026)
VL-DPO: Vision-Language-Guided Finetuning for Preference-Aligned Autonomous Driving
by: Xu, Zhefan, et al.
Published: (2026)
by: Xu, Zhefan, et al.
Published: (2026)
How PARTs assemble into wholes: Learning the relative composition of images
by: Ayoughi, Melika, et al.
Published: (2025)
by: Ayoughi, Melika, et al.
Published: (2025)
MotionGPT: Finetuned LLMs Are General-Purpose Motion Generators
by: Zhang, Yaqi, et al.
Published: (2023)
by: Zhang, Yaqi, et al.
Published: (2023)
Back to the Barn with LLAMAs: Evolving Pretrained LLM Backbones in Finetuning Vision Language Models
by: Horawalavithana, Sameera, et al.
Published: (2026)
by: Horawalavithana, Sameera, et al.
Published: (2026)
AdaNeg: Adaptive Negative Proxy Guided OOD Detection with Vision-Language Models
by: Zhang, Yabin, et al.
Published: (2024)
by: Zhang, Yabin, et al.
Published: (2024)
LAPT: Label-driven Automated Prompt Tuning for OOD Detection with Vision-Language Models
by: Zhang, Yabin, et al.
Published: (2024)
by: Zhang, Yabin, et al.
Published: (2024)
Feature-Space Semantic Invariance: Enhanced OOD Detection for Open-Set Domain Generalization
by: Wang, Haoliang, et al.
Published: (2024)
by: Wang, Haoliang, et al.
Published: (2024)
Activation Matters: Test-time Activated Negative Labels for OOD Detection with Vision-Language Models
by: Zhang, Yabin, et al.
Published: (2026)
by: Zhang, Yabin, et al.
Published: (2026)
Improvise, Adapt, Overcome -- Telescopic Adapters for Efficient Fine-tuning of Vision Language Models in Medical Imaging
by: Mishra, Ujjwal, et al.
Published: (2025)
by: Mishra, Ujjwal, et al.
Published: (2025)
STaR-KV: Spatio-Temporal Adaptive Re-weighting for KV Cache Compression in GUI Vision-Language Models
by: Han, Yuhang, et al.
Published: (2026)
by: Han, Yuhang, et al.
Published: (2026)
ALF: Adaptive Label Finetuning for Scene Graph Generation
by: Chen, Qishen, et al.
Published: (2023)
by: Chen, Qishen, et al.
Published: (2023)
TTA-OOD: Test-time Augmentation for Improving Out-of-Distribution Detection in Gastrointestinal Vision
by: Pokhrel, Sandesh, et al.
Published: (2024)
by: Pokhrel, Sandesh, et al.
Published: (2024)
MISS: A Generative Pretraining and Finetuning Approach for Med-VQA
by: Chen, Jiawei, et al.
Published: (2024)
by: Chen, Jiawei, et al.
Published: (2024)
X-Prompt: Towards Universal In-Context Image Generation in Auto-Regressive Vision Language Foundation Models
by: Sun, Zeyi, et al.
Published: (2024)
by: Sun, Zeyi, et al.
Published: (2024)
LPT: Less-overfitting Prompt Tuning for Vision-Language Model
by: Ding, Chenhao, et al.
Published: (2024)
by: Ding, Chenhao, et al.
Published: (2024)
Retrieval-Augmented Prompt for OOD Detection
by: Han, Ruisong, et al.
Published: (2025)
by: Han, Ruisong, et al.
Published: (2025)
Guidance Matters: Rethinking the Evaluation Pitfall for Text-to-Image Generation
by: Xie, Dian, et al.
Published: (2026)
by: Xie, Dian, et al.
Published: (2026)
Bridging the Semantic Chasm: Synergistic Conceptual Anchoring for Generalized Few-Shot and Zero-Shot OOD Perception
by: Christoforos, Alexandros, et al.
Published: (2026)
by: Christoforos, Alexandros, et al.
Published: (2026)
Dynamic Token Reduction during Generation for Vision Language Models
by: Liang, Xiaoyu, et al.
Published: (2025)
by: Liang, Xiaoyu, et al.
Published: (2025)
ArchiLense: A Framework for Quantitative Analysis of Architectural Styles Based on Vision Large Language Models
by: Zhong, Jing, et al.
Published: (2025)
by: Zhong, Jing, et al.
Published: (2025)
Florence-VL: Enhancing Vision-Language Models with Generative Vision Encoder and Depth-Breadth Fusion
by: Chen, Jiuhai, et al.
Published: (2024)
by: Chen, Jiuhai, et al.
Published: (2024)
VLM4VLA: Revisiting Vision-Language-Models in Vision-Language-Action Models
by: Zhang, Jianke, et al.
Published: (2026)
by: Zhang, Jianke, et al.
Published: (2026)
PLPHP: Per-Layer Per-Head Vision Token Pruning for Efficient Large Vision-Language Models
by: Meng, Yu, et al.
Published: (2025)
by: Meng, Yu, et al.
Published: (2025)
Scalable Ensemble Diversification for OOD Generalization and Detection
by: Rubinstein, Alexander, et al.
Published: (2024)
by: Rubinstein, Alexander, et al.
Published: (2024)
Unveiling the Pitfalls of Knowledge Editing for Large Language Models
by: Li, Zhoubo, et al.
Published: (2023)
by: Li, Zhoubo, et al.
Published: (2023)
VLSM-Adapter: Finetuning Vision-Language Segmentation Efficiently with Lightweight Blocks
by: Dhakal, Manish, et al.
Published: (2024)
by: Dhakal, Manish, et al.
Published: (2024)
Generative Visual Communication in the Era of Vision-Language Models
by: Vinker, Yael
Published: (2024)
by: Vinker, Yael
Published: (2024)
NeuralOOD: Improving Out-of-Distribution Generalization Performance with Brain-machine Fusion Learning Framework
by: Zhao, Shuangchen, et al.
Published: (2024)
by: Zhao, Shuangchen, et al.
Published: (2024)
Free-Lunch Long Video Generation via Layer-Adaptive O.O.D Correction
by: Tian, Jiahao, et al.
Published: (2026)
by: Tian, Jiahao, et al.
Published: (2026)
ArchSIBench: Benchmarking the Architectural Spatial Intelligence of Vision-Language Models
by: Shen, Qirui, et al.
Published: (2026)
by: Shen, Qirui, et al.
Published: (2026)
Similar Items
-
GTMA: Dynamic Representation Optimization for OOD Vision-Language Models
by: Zhang, Jensen, et al.
Published: (2025) -
Conjugated Semantic Pool Improves OOD Detection with Pre-trained Vision-Language Models
by: Chen, Mengyuan, et al.
Published: (2024) -
Vision-and-Language Navigation Generative Pretrained Transformer
by: Hanlin, Wen
Published: (2024) -
MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models
by: Liu, Ziyu, et al.
Published: (2024) -
Think Visually, Reason Textually: Vision-Language Synergy in ARC
by: Zhang, Beichen, et al.
Published: (2025)