Cover Image

Deep Models, Shallow Alignment: Uncovering the Granularity Mismatch in Neural Decoding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Du, Yang, Dai, Siyuan, Song, Yonghao, Thompson, Paul M., Tang, Haoteng, Zhan, Liang
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging
by: Dai, Siyuan, et al.
Published: (2025)

Constrained Multiview Representation for Self-supervised Contrastive Learning
by: Dai, Siyuan, et al.
Published: (2024)

Why Text Prevails: Vision May Undermine Multimodal Medical Decision Making
by: Dai, Siyuan, et al.
Published: (2025)

Enhancing Representation in Radiography-Reports Foundation Model: A Granular Alignment Algorithm Using Masked Contrastive Learning
by: Huang, Weijian, et al.
Published: (2023)

Griffon: Spelling out All Object Locations at Any Granularity with Large Language Models
by: Zhan, Yufei, et al.
Published: (2023)

LaxMotion: Rethinking Supervision Granularity for 3D Human Motion Generation
by: Liu, Sheng, et al.
Published: (2025)

Neuro-3D: Towards 3D Visual Decoding from EEG Signals
by: Guo, Zhanqiang, et al.
Published: (2024)

Multi-Granularity Representation Learning for Sketch-based Dynamic Face Image Retrieval
by: Wang, Liang, et al.
Published: (2023)

A Heterogeneous Graph Neural Network Fusing Functional and Structural Connectivity for MCI Diagnosis
by: Yin, Feiyu, et al.
Published: (2024)

Exploring Deep-to-Shallow Transformable Neural Networks for Intelligent Embedded Systems
by: Luo, Xiangzhong, et al.
Published: (2025)

Hierarchical Granularity Alignment and State Space Modeling for Robust Multimodal AU Detection in the Wild
by: Yu, Jun, et al.
Published: (2026)

Shallow- and Deep-fake Image Manipulation Localization Using Vision Mamba and Guided Graph Neural Network
by: Zhang, Junbin, et al.
Published: (2026)

MindAligner: Explicit Brain Functional Alignment for Cross-Subject Visual Decoding from Limited fMRI Data
by: Dai, Yuqin, et al.
Published: (2025)

Granular-ball Representation Learning for Deep CNN on Learning with Label Noise
by: Dai, Dawei, et al.
Published: (2024)

Self-Prophetic Decoding to Unlock Visual Search in LVLMs
by: He, Zhendong, et al.
Published: (2026)

HiP-AD: Hierarchical and Multi-Granularity Planning with Deformable Attention for Autonomous Driving in a Single Decoder
by: Tang, Yingqi, et al.
Published: (2025)

Brain Decodes Deep Nets
by: Yang, Huzheng, et al.
Published: (2023)

Robust Domain Adaptive Object Detection with Unified Multi-Granularity Alignment
by: Zhang, Libo, et al.
Published: (2023)

Adapting a Segmentation Foundation Model for Medical Image Classification
by: Gu, Pengfei, et al.
Published: (2025)

Learning with Geometric Priors in U-Net Variants for Polyp Segmentation
by: Vazquez, Fabian, et al.
Published: (2026)

Universal Segmentation at Arbitrary Granularity with Language Instruction
by: Liu, Yong, et al.
Published: (2023)

Cross Modal Fine-Grained Alignment via Granularity-Aware and Region-Uncertain Modeling
by: Liu, Jiale, et al.
Published: (2025)

Subject-Aware Multi-Granularity Alignment for Zero-Shot EEG-to-Image Retrieval
by: Jiang, Lin, et al.
Published: (2026)

The Quadratic Geometry of Flow Matching: Semantic Granularity Alignment for Text-to-Image Synthesis
by: Xiong, Zhinan, et al.
Published: (2026)

Deep Pre-Alignment for VLMs
by: Yu, Tianyu, et al.
Published: (2026)

TCMA: Text-Conditioned Multi-granularity Alignment for Drone Cross-Modal Text-Video Retrieval
by: Zhao, Zixu, et al.
Published: (2025)

Granular Ball Guided Masking: Structure-aware Data Augmentation
by: Xia, Shuyin, et al.
Published: (2025)

Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge
by: Deshmukh, Sharayu Nilesh, et al.
Published: (2026)

Color Mismatches in Stereoscopic Video: Real-World Dataset and Deep Correction Method
by: Chistov, Egor, et al.
Published: (2023)

Deep Reprogramming Distillation for Medical Foundation Models
by: Du, Siyuan, et al.
Published: (2026)

SEDNet: Shallow Encoder-Decoder Network for Brain Tumor Segmentation
by: Olisah, Chollette C., et al.
Published: (2024)

GeoAlignCLIP: Enhancing Fine-Grained Vision-Language Alignment in Remote Sensing via Multi-Granular Consistency Learning
by: Yang, Xiao, et al.
Published: (2026)

Abstract 3D Perception for Spatial Intelligence in Vision-Language Models
by: Liu, Yifan, et al.
Published: (2025)

GranAlign: Granularity-Aware Alignment Framework for Zero-Shot Video Moment Retrieval
by: Jeon, Mingyu, et al.
Published: (2026)

$β$-CLIP: Text-Conditioned Contrastive Learning for Multi-Granular Vision-Language Alignment
by: Zohra, Fatimah, et al.
Published: (2025)

Unsupervised Learning for Class Distribution Mismatch
by: Du, Pan, et al.
Published: (2025)

A Comparative Study of Neural Surface Reconstruction for Scientific Visualization
by: Yao, Siyuan, et al.
Published: (2024)

Diverse Teacher-Students for Deep Safe Semi-Supervised Learning under Class Mismatch
by: Wang, Qikai, et al.
Published: (2024)

Multimodal Fake News Detection: MFND Dataset and Shallow-Deep Multitask Learning
by: Zhu, Ye, et al.
Published: (2025)

SGC-Net: Stratified Granular Comparison Network for Open-Vocabulary HOI Detection
by: Lin, Xin, et al.
Published: (2025)