Beyond Pixel Simulation: Pathology Image Generation via Diagnostic Semantic Tokens and Prototype Control
Fuente:
arXiv
Saved in:
| Main Authors: | Han, Minghao, Liu, Yichen, Liu, Yizhou, Chen, Zizhi, Tang, Jingqun, Wu, Xuecheng, Yang, Dingkang, Zhang, Lihua |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Fusing Pixels and Genes: Spatially-Aware Learning in Computational Pathology
by: Han, Minghao, et al.
Published: (2026)
by: Han, Minghao, et al.
Published: (2026)
Adaptive Reinforcement for Open-ended Medical Reasoning via Semantic-Guided Reward Collapse Mitigation
by: Liu, Yizhou, et al.
Published: (2025)
by: Liu, Yizhou, et al.
Published: (2025)
Towards Unified Molecule-Enhanced Pathology Image Representation Learning via Integrating Spatial Transcriptomics
by: Han, Minghao, et al.
Published: (2024)
by: Han, Minghao, et al.
Published: (2024)
Resolving Evidence Sparsity: Agentic Context Engineering for Long-Document Understanding
by: Liu, Keliang, et al.
Published: (2025)
by: Liu, Keliang, et al.
Published: (2025)
Forging a Dynamic Memory: Retrieval-Guided Continual Learning for Generalist Medical Foundation Models
by: Chen, Zizhi, et al.
Published: (2025)
by: Chen, Zizhi, et al.
Published: (2025)
FysicsWorld: A Unified Full-Modality Benchmark for Any-to-Any Understanding, Generation, and Reasoning
by: Jiang, Yue, et al.
Published: (2025)
by: Jiang, Yue, et al.
Published: (2025)
ProFocus: Proactive Perception and Focused Reasoning in Vision-and-Language Navigation
by: Xue, Wei, et al.
Published: (2026)
by: Xue, Wei, et al.
Published: (2026)
OmniFysics: Towards Physical Intelligence Evolution via Omni-Modal Signal Processing and Network Optimization
by: Han, Minghao, et al.
Published: (2026)
by: Han, Minghao, et al.
Published: (2026)
VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic Reconstruction
by: Chen, Zizhi, et al.
Published: (2025)
by: Chen, Zizhi, et al.
Published: (2025)
VLM-based Prompts as the Optimal Assistant for Unpaired Histopathology Virtual Staining
by: Chen, Zizhi, et al.
Published: (2025)
by: Chen, Zizhi, et al.
Published: (2025)
Multi-Scale Heterogeneity-Aware Hypergraph Representation for Histopathology Whole Slide Images
by: Han, Minghao, et al.
Published: (2024)
by: Han, Minghao, et al.
Published: (2024)
PersonaAnimator: Personalized Motion Transfer from Unconstrained Videos
by: Qian, Ziyun, et al.
Published: (2025)
by: Qian, Ziyun, et al.
Published: (2025)
MSCPT: Few-shot Whole Slide Image Classification with Multi-scale and Context-focused Prompt Tuning
by: Han, Minghao, et al.
Published: (2024)
by: Han, Minghao, et al.
Published: (2024)
Improving Multimodal Sentiment Analysis via Modality Optimization and Dynamic Primary Modality Selection
by: Yang, Dingkang, et al.
Published: (2025)
by: Yang, Dingkang, et al.
Published: (2025)
TextPecker: Rewarding Structural Anomaly Quantification for Enhancing Visual Text Rendering
by: Zhu, Hanshen, et al.
Published: (2026)
by: Zhu, Hanshen, et al.
Published: (2026)
Dolphin-v2: Universal Document Parsing via Scalable Anchor Prompting
by: Feng, Hao, et al.
Published: (2026)
by: Feng, Hao, et al.
Published: (2026)
PixelDiT: Pixel Diffusion Transformers for Image Generation
by: Yu, Yongsheng, et al.
Published: (2025)
by: Yu, Yongsheng, et al.
Published: (2025)
Beyond Semantic Features: Pixel-level Mapping for Generalized AI-Generated Image Detection
by: Zhou, Chenming, et al.
Published: (2025)
by: Zhou, Chenming, et al.
Published: (2025)
From Pixels to Pathology: Restoration Diffusion for Diagnostic-Consistent Virtual IHC
by: Liu, Jingsong, et al.
Published: (2025)
by: Liu, Jingsong, et al.
Published: (2025)
SatireDecoder: Visual Cascaded Decoupling for Enhancing Satirical Image Comprehension
by: Jiang, Yue, et al.
Published: (2025)
by: Jiang, Yue, et al.
Published: (2025)
Skip and Skip: Segmenting Medical Images with Prompts
by: Chen, Jiawei, et al.
Published: (2024)
by: Chen, Jiawei, et al.
Published: (2024)
Pixels and Pathology: A Portrait of Digital Diagnostics in Africa
by: Pamela Michelow, et al.
Published: (2026)
by: Pamela Michelow, et al.
Published: (2026)
Reducing Semantic Ambiguity In Domain Adaptive Semantic Segmentation Via Probabilistic Prototypical Pixel Contrast
by: Hao, Xiaoke, et al.
Published: (2024)
by: Hao, Xiaoke, et al.
Published: (2024)
Diffusion Probe: Generated Image Result Prediction Using CNN Probes
by: Cui, Benlei, et al.
Published: (2026)
by: Cui, Benlei, et al.
Published: (2026)
Beyond Semantic Manipulation: Token-Space Attacks on Reward Models
by: Zhang, Yuheng, et al.
Published: (2026)
by: Zhang, Yuheng, et al.
Published: (2026)
Reducing Object Hallucination in LVLMs via Emphasizing Image-negative Tokens
by: Shen, Meng, et al.
Published: (2026)
by: Shen, Meng, et al.
Published: (2026)
AIM-Bench: Benchmarking and Improving Affective Image Manipulation via Fine-Grained Hierarchical Control
by: Chen, Shi, et al.
Published: (2026)
by: Chen, Shi, et al.
Published: (2026)
PicoPose: Progressive Pixel-to-Pixel Correspondence Learning for Novel Object Pose Estimation
by: Liu, Lihua, et al.
Published: (2025)
by: Liu, Lihua, et al.
Published: (2025)
Mini-Monkey: Alleviating the Semantic Sawtooth Effect for Lightweight MLLMs via Complementary Image Pyramid
by: Huang, Mingxin, et al.
Published: (2024)
by: Huang, Mingxin, et al.
Published: (2024)
Semantic-Aware Prefix Learning for Token-Efficient Image Generation
by: Li, Qingfeng, et al.
Published: (2026)
by: Li, Qingfeng, et al.
Published: (2026)
Co-Learning Semantic-aware Unsupervised Segmentation for Pathological Image Registration
by: Liu, Yang, et al.
Published: (2023)
by: Liu, Yang, et al.
Published: (2023)
Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration
by: Sun, Haoze, et al.
Published: (2024)
by: Sun, Haoze, et al.
Published: (2024)
Beyond Pixels: Introducing Geometric-Semantic World Priors for Video-based Embodied Models via Spatio-temporal Alignment
by: Tang, Jinzhou, et al.
Published: (2025)
by: Tang, Jinzhou, et al.
Published: (2025)
DARTs: A Dual-Path Robust Framework for Anomaly Detection in High-Dimensional Multivariate Time Series
by: Liu, Xuechun, et al.
Published: (2025)
by: Liu, Xuechun, et al.
Published: (2025)
MISS: A Generative Pretraining and Finetuning Approach for Med-VQA
by: Chen, Jiawei, et al.
Published: (2024)
by: Chen, Jiawei, et al.
Published: (2024)
GOSU: Retrieval-Augmented Generation with Global-Level Optimized Semantic Unit-Centric Framework
by: Zou, Xuecheng, et al.
Published: (2025)
by: Zou, Xuecheng, et al.
Published: (2025)
Beyond Diagnostic Performance: Revealing and Quantifying Ethical Risks in Pathology Foundation Models
by: Lin, Weiping, et al.
Published: (2025)
by: Lin, Weiping, et al.
Published: (2025)
UP-CrackNet: Unsupervised Pixel-Wise Road Crack Detection via Adversarial Image Restoration
by: Ma, Nachuan, et al.
Published: (2024)
by: Ma, Nachuan, et al.
Published: (2024)
Compression Beyond Pixels: Semantic Compression with Multimodal Foundation Models
by: Shen, Ruiqi, et al.
Published: (2025)
by: Shen, Ruiqi, et al.
Published: (2025)
Beyond Prototypes: Semantic Anchor Regularization for Better Representation Learning
by: Ge, Yanqi, et al.
Published: (2023)
by: Ge, Yanqi, et al.
Published: (2023)
Similar Items
-
Fusing Pixels and Genes: Spatially-Aware Learning in Computational Pathology
by: Han, Minghao, et al.
Published: (2026) -
Adaptive Reinforcement for Open-ended Medical Reasoning via Semantic-Guided Reward Collapse Mitigation
by: Liu, Yizhou, et al.
Published: (2025) -
Towards Unified Molecule-Enhanced Pathology Image Representation Learning via Integrating Spatial Transcriptomics
by: Han, Minghao, et al.
Published: (2024) -
Resolving Evidence Sparsity: Agentic Context Engineering for Long-Document Understanding
by: Liu, Keliang, et al.
Published: (2025) -
Forging a Dynamic Memory: Retrieval-Guided Continual Learning for Generalist Medical Foundation Models
by: Chen, Zizhi, et al.
Published: (2025)