Cover Image

RFMI: Estimating Mutual Information on Rectified Flow for Text-to-Image Alignment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Chao, Franzese, Giulio, Finamore, Alessandro, Michiardi, Pietro
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Information Theoretic Text-to-Image Alignment
by: Wang, Chao, et al.
Published: (2024)

MINDE: Mutual Information Neural Diffusion Estimation
by: Franzese, Giulio, et al.
Published: (2023)

Delta Rectified Flow Sampling for Text-to-Image Editing
by: Beaudouin, Gaspard, et al.
Published: (2025)

INFO-SEDD: Continuous Time Markov Chains as Scalable Information Metrics Estimators
by: Foresti, Alberto, et al.
Published: (2025)

Towards Hierarchical Rectified Flow
by: Zhang, Yichi, et al.
Published: (2025)

Variational Rectified Flow Matching
by: Guo, Pengsheng, et al.
Published: (2025)

Generalization and Memorization in Rectified Flow
by: Rao, Mingxing, et al.
Published: (2026)

Free Lunch for Stabilizing Rectified Flow Inversion
by: Wang, Chenru, et al.
Published: (2026)

Steering Rectified Flow Models in the Vector Field for Controlled Image Generation
by: Patel, Maitreya, et al.
Published: (2024)

Improving Long-Text Alignment for Text-to-Image Diffusion Models
by: Liu, Luping, et al.
Published: (2024)

Analyzing and Mitigating Model Collapse in Rectified Flow Models
by: Zhu, Huminhao, et al.
Published: (2024)

MixFlow: Mixed Source Distributions Improve Rectified Flows
by: Nayal, Nazir, et al.
Published: (2026)

Relative Entropy Estimation in Function Space: Theory and Applications to Trajectory Inference
by: Wang, Chao, et al.
Published: (2026)

CaReFlow: Cyclic Adaptive Rectified Flow for Multimodal Fusion
by: Mai, Sijie, et al.
Published: (2026)

Hierarchical Rectified Flow Matching with Mini-Batch Couplings
by: Zhang, Yichi, et al.
Published: (2025)

S$Ω$I: Score-based O-INFORMATION Estimation
by: Bounoua, Mustapha, et al.
Published: (2024)

RectifID: Personalizing Rectified Flow with Anchored Classifier Guidance
by: Sun, Zhicheng, et al.
Published: (2024)

Improving the Training of Rectified Flows
by: Lee, Sangyun, et al.
Published: (2024)

Synthesizing Accurate and Realistic T1-weighted Contrast-Enhanced MR Images using Posterior-Mean Rectified Flow
by: Brandstötter, Bastian, et al.
Published: (2025)

The Narrow Gate: Localized Image-Text Communication in Native Multimodal Models
by: Serra, Alessandro Pietro, et al.
Published: (2024)

SCoT: Unifying Consistency Models and Rectified Flows via Straight-Consistent Trajectories
by: Wu, Zhangkai, et al.
Published: (2025)

Explaining Representation by Mutual Information
by: Gu, Lifeng
Published: (2021)

Semantic Image Inversion and Editing using Rectified Stochastic Differential Equations
by: Rout, Litu, et al.
Published: (2024)

Fine-Grained Alignment and Noise Refinement for Compositional Text-to-Image Generation
by: Izadi, Amir Mohammad, et al.
Published: (2025)

Text Embedding is Not All You Need: Attention Control for Text-to-Image Semantic Alignment with Text Self-Attention Maps
by: Kim, Jeeyung, et al.
Published: (2024)

Detection Limits and Statistical Separability of Tree Ring Watermarks in Rectified Flow-based Text-to-Image Generation Models
by: Umrajkar, Ved, et al.
Published: (2025)

Cycle Consistency as Reward: Learning Image-Text Alignment without Human Preferences
by: Bahng, Hyojin, et al.
Published: (2025)

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment
by: Lv, Song-Lin, et al.
Published: (2025)

Learning to Match Unpaired Data with Minimum Entropy Coupling
by: Bounoua, Mustapha, et al.
Published: (2025)

Explicit Mutual Information Maximization for Self-Supervised Learning
by: Chang, Lele, et al.
Published: (2024)

MotionFlux: Efficient Text-Guided Motion Generation through Rectified Flow Matching and Preference Alignment
by: Gao, Zhiting, et al.
Published: (2025)

Alignment-Guided Score Matching for Text-to-Image Alignment in Diffusion Models
by: Lee, Jaa-Yeon, et al.
Published: (2026)

DNAEdit: Direct Noise Alignment for Text-Guided Rectified Flow Editing
by: Xie, Chenxi, et al.
Published: (2025)

Mutual Information calculation on different appearances
by: Liao, Jiecheng, et al.
Published: (2024)

FairJudge: Abstention-Aware Multimodal Judges for Fairness and Alignment Evaluation in Text-to-Image Models
by: Sahili, Zahraa Al, et al.
Published: (2025)

Quantize-then-Rectify: Efficient VQ-VAE Training
by: Zhang, Borui, et al.
Published: (2025)

Fine-Grained GRPO for Precise Preference Alignment in Flow Models
by: Zhou, Yujie, et al.
Published: (2025)

R-DMesh: Video-Guided 3D Animation via Rectified Dynamic Mesh Flow
by: Wu, Zijie, et al.
Published: (2026)

Text-to-Image Rectified Flow as Plug-and-Play Priors
by: Yang, Xiaofeng, et al.
Published: (2024)

Explore More, Learn Better: Parallel MLLM Embeddings under Mutual Information Minimization
by: Wang, Zhicheng, et al.
Published: (2025)