Mind the Gap: Learning Modality-Agnostic Representations with a Cross-Modality UNet
Fuente:
arXiv
Saved in:
| Main Authors: | Niu, Xin, Li, Enyi, Liu, Jinchao, Wang, Yan, Osadchy, Margarita, Fang, Yongchun |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Mind the Gap: Preserving and Compensating for the Modality Gap in CLIP-Based Continual Learning
by: Huang, Linlan, et al.
Published: (2025)
by: Huang, Linlan, et al.
Published: (2025)
PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning
by: Qin, Yongchun, et al.
Published: (2024)
by: Qin, Yongchun, et al.
Published: (2024)
Fill the Gap: Quantifying and Reducing the Modality Gap in Image-Text Representation Learning
by: Role, François, et al.
Published: (2025)
by: Role, François, et al.
Published: (2025)
On the Value of Cross-Modal Misalignment in Multimodal Representation Learning
by: Cai, Yichao, et al.
Published: (2025)
by: Cai, Yichao, et al.
Published: (2025)
PROMISE: Prompt-Attentive Hierarchical Contrastive Learning for Robust Cross-Modal Representation with Missing Modalities
by: Chen, Jiajun, et al.
Published: (2025)
by: Chen, Jiajun, et al.
Published: (2025)
Contrasting with Symile: Simple Model-Agnostic Representation Learning for Unlimited Modalities
by: Saporta, Adriel, et al.
Published: (2024)
by: Saporta, Adriel, et al.
Published: (2024)
Conformal Cross-Modal Active Learning
by: Nguyen, Huy Hoang, et al.
Published: (2026)
by: Nguyen, Huy Hoang, et al.
Published: (2026)
AmCLR: Unified Augmented Learning for Cross-Modal Representations
by: Jagannath, Ajay, et al.
Published: (2024)
by: Jagannath, Ajay, et al.
Published: (2024)
Beyond Modality Collapse: Representations Blending for Multimodal Dataset Distillation
by: Zhang, Xin, et al.
Published: (2025)
by: Zhang, Xin, et al.
Published: (2025)
Self-Supervised Modality-Agnostic Pre-Training of Swin Transformers
by: Talasila, Abhiroop, et al.
Published: (2024)
by: Talasila, Abhiroop, et al.
Published: (2024)
Enhancing Cross-Modal Fine-Tuning with Gradually Intermediate Modality Generation
by: Cai, Lincan, et al.
Published: (2024)
by: Cai, Lincan, et al.
Published: (2024)
Calibrated Multimodal Representation Learning with Missing Modalities
by: Liu, Xiaohao, et al.
Published: (2025)
by: Liu, Xiaohao, et al.
Published: (2025)
Mind the Gap Between Prototypes and Images in Cross-domain Finetuning
by: Tian, Hongduan, et al.
Published: (2024)
by: Tian, Hongduan, et al.
Published: (2024)
Cross-Modal Few-Shot Learning: a Generative Transfer Learning Framework
by: Yang, Zhengwei, et al.
Published: (2024)
by: Yang, Zhengwei, et al.
Published: (2024)
Explaining and Mitigating the Modality Gap in Contrastive Multimodal Learning
by: Yaras, Can, et al.
Published: (2024)
by: Yaras, Can, et al.
Published: (2024)
A Generalization Theory of Cross-Modality Distillation with Contrastive Learning
by: Lin, Hangyu, et al.
Published: (2024)
by: Lin, Hangyu, et al.
Published: (2024)
DrFuse: Learning Disentangled Representation for Clinical Multi-Modal Fusion with Missing Modality and Modal Inconsistency
by: Yao, Wenfang, et al.
Published: (2024)
by: Yao, Wenfang, et al.
Published: (2024)
Closing the Modality Gap Aligns Group-Wise Semantics
by: Grassucci, Eleonora, et al.
Published: (2026)
by: Grassucci, Eleonora, et al.
Published: (2026)
XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge
by: Zhang, Yu, et al.
Published: (2025)
by: Zhang, Yu, et al.
Published: (2025)
MMRL: Multi-Modal Representation Learning for Vision-Language Models
by: Guo, Yuncheng, et al.
Published: (2025)
by: Guo, Yuncheng, et al.
Published: (2025)
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning
by: Fang, Pengfei, et al.
Published: (2024)
by: Fang, Pengfei, et al.
Published: (2024)
Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization
by: Zhu, Lin, et al.
Published: (2025)
by: Zhu, Lin, et al.
Published: (2025)
Modality Unified Attack for Omni-Modality Person Re-Identification
by: Bian, Yuan, et al.
Published: (2025)
by: Bian, Yuan, et al.
Published: (2025)
Toward Modality Gap: Vision Prototype Learning for Weakly-supervised Semantic Segmentation with CLIP
by: Xu, Zhongxing, et al.
Published: (2024)
by: Xu, Zhongxing, et al.
Published: (2024)
Vision-Language Models Create Cross-Modal Task Representations
by: Luo, Grace, et al.
Published: (2024)
by: Luo, Grace, et al.
Published: (2024)
Graph Memory: A Structured and Interpretable Framework for Modality-Agnostic Embedding-Based Inference
by: Oliveira, Artur A., et al.
Published: (2025)
by: Oliveira, Artur A., et al.
Published: (2025)
Closing the Modality Gap for Mixed Modality Search
by: Li, Binxu, et al.
Published: (2025)
by: Li, Binxu, et al.
Published: (2025)
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality Gap
by: Liao, Christopher, et al.
Published: (2024)
by: Liao, Christopher, et al.
Published: (2024)
Bridge the Modality and Capability Gaps in Vision-Language Model Selection
by: Yi, Chao, et al.
Published: (2024)
by: Yi, Chao, et al.
Published: (2024)
Cross the Gap: Exposing the Intra-modal Misalignment in CLIP via Modality Inversion
by: Mistretta, Marco, et al.
Published: (2025)
by: Mistretta, Marco, et al.
Published: (2025)
MUST: Modality-Specific Representation-Aware Transformer for Diffusion-Enhanced Survival Prediction with Missing Modality
by: Kim, Kyungwon, et al.
Published: (2026)
by: Kim, Kyungwon, et al.
Published: (2026)
Cross-Modal Adapter: Parameter-Efficient Transfer Learning Approach for Vision-Language Models
by: Yang, Juncheng, et al.
Published: (2024)
by: Yang, Juncheng, et al.
Published: (2024)
Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing Modality
by: Wang, Hu, et al.
Published: (2023)
by: Wang, Hu, et al.
Published: (2023)
CLARGA: Multimodal Graph Representation Learning over Arbitrary Sets of Modalities
by: Patapati, Santosh
Published: (2025)
by: Patapati, Santosh
Published: (2025)
Cross-Modal Coordination Across a Diverse Set of Input Modalities
by: Sánchez, Jorge, et al.
Published: (2024)
by: Sánchez, Jorge, et al.
Published: (2024)
Multimodal Structure Learning: Disentangling Shared and Specific Topology via Cross-Modal Graphical Lasso
by: Wang, Fei, et al.
Published: (2026)
by: Wang, Fei, et al.
Published: (2026)
MOS: Mitigating Optical-SAR Modality Gap for Cross-Modal Ship Re-Identification
by: Zhao, Yujian, et al.
Published: (2025)
by: Zhao, Yujian, et al.
Published: (2025)
Modality-Agnostic Structural Image Representation Learning for Deformable Multi-Modality Medical Image Registration
by: Mok, Tony C. W., et al.
Published: (2024)
by: Mok, Tony C. W., et al.
Published: (2024)
Balanced Multi-modal Federated Learning via Cross-Modal Infiltration
by: Fan, Yunfeng, et al.
Published: (2023)
by: Fan, Yunfeng, et al.
Published: (2023)
Anchoring the Eigengap: Cross-Modal Spectral Stabilization for Sample-Efficient Representation Learning
by: Dhinagar, Nikhil J., et al.
Published: (2026)
by: Dhinagar, Nikhil J., et al.
Published: (2026)
Similar Items
-
Mind the Gap: Preserving and Compensating for the Modality Gap in CLIP-Based Continual Learning
by: Huang, Linlan, et al.
Published: (2025) -
PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning
by: Qin, Yongchun, et al.
Published: (2024) -
Fill the Gap: Quantifying and Reducing the Modality Gap in Image-Text Representation Learning
by: Role, François, et al.
Published: (2025) -
On the Value of Cross-Modal Misalignment in Multimodal Representation Learning
by: Cai, Yichao, et al.
Published: (2025) -
PROMISE: Prompt-Attentive Hierarchical Contrastive Learning for Robust Cross-Modal Representation with Missing Modalities
by: Chen, Jiajun, et al.
Published: (2025)