Multimodal Dataset Distillation Made Simple by Prototype-Guided Data Synthesis
Fuente:
arXiv
Saved in:
| Main Authors: | Choi, Junhyeok, Mo, Sangwoo, Chae, Minwoo |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Stay Fair! Ensuring Group Fairness in Diffusion Models Across Guidance Scales
by: Kim, Myeongsoo, et al.
Published: (2026)
by: Kim, Myeongsoo, et al.
Published: (2026)
Cross-Architecture Distillation Made Simple with Redundancy Suppression
by: Zhang, Weijia, et al.
Published: (2025)
by: Zhang, Weijia, et al.
Published: (2025)
CompoDistill: Attention Distillation for Compositional Reasoning in Multimodal LLMs
by: Kim, Jiwan, et al.
Published: (2025)
by: Kim, Jiwan, et al.
Published: (2025)
Dataset Distillation via Vision-Language Category Prototype
by: Zou, Yawen, et al.
Published: (2025)
by: Zou, Yawen, et al.
Published: (2025)
GuideDog: A Real-World Egocentric Multimodal Dataset for Blind and Low-Vision Accessibility-Aware Guidance
by: Kim, Junhyeok, et al.
Published: (2025)
by: Kim, Junhyeok, et al.
Published: (2025)
Learnability-Guided Diffusion for Dataset Distillation
by: Chan-Santiago, Jeffrey A., et al.
Published: (2026)
by: Chan-Santiago, Jeffrey A., et al.
Published: (2026)
Towards Realistic Remote Sensing Dataset Distillation with Discriminative Prototype-guided Diffusion
by: Xu, Yonghao, et al.
Published: (2026)
by: Xu, Yonghao, et al.
Published: (2026)
ChimeraLoRA: Multi-Head LoRA-Guided Synthetic Datasets
by: Kim, Hoyoung, et al.
Published: (2026)
by: Kim, Hoyoung, et al.
Published: (2026)
Face Anonymization Made Simple
by: Kung, Han-Wei, et al.
Published: (2024)
by: Kung, Han-Wei, et al.
Published: (2024)
Spectral Gradient Surgery for Domain-Generalizable Dataset Distillation
by: Oh, Minyoung, et al.
Published: (2026)
by: Oh, Minyoung, et al.
Published: (2026)
HeRCULES: Heterogeneous Radar Dataset in Complex Urban Environment for Multi-session Radar SLAM
by: Kim, Hanjun, et al.
Published: (2025)
by: Kim, Hanjun, et al.
Published: (2025)
SURE Guided Posterior Sampling: Trajectory Correction for Diffusion-Based Inverse Problems
by: Kim, Minwoo, et al.
Published: (2025)
by: Kim, Minwoo, et al.
Published: (2025)
Fetuses Made Simple: Modeling and Tracking of Fetal Shape and Pose
by: Liu, Yingcheng, et al.
Published: (2025)
by: Liu, Yingcheng, et al.
Published: (2025)
Multimodal Dataset Distillation via Phased Teacher Models
by: Guo, Shengbin, et al.
Published: (2026)
by: Guo, Shengbin, et al.
Published: (2026)
Efficient Multimodal Dataset Distillation via Generative Models
by: Zhao, Zhenghao, et al.
Published: (2025)
by: Zhao, Zhenghao, et al.
Published: (2025)
TGDD: Trajectory Guided Dataset Distillation with Balanced Distribution
by: Ran, Fengli, et al.
Published: (2025)
by: Ran, Fengli, et al.
Published: (2025)
Label-Consistent Dataset Distillation with Detector-Guided Refinement
by: Zou, Yawen, et al.
Published: (2025)
by: Zou, Yawen, et al.
Published: (2025)
Class Incremental Medical Image Segmentation via Prototype-Guided Calibration and Dual-Aligned Distillation
by: Zhu, Shengqian, et al.
Published: (2025)
by: Zhu, Shengqian, et al.
Published: (2025)
Data-Efficient Generation for Dataset Distillation
by: Li, Zhe, et al.
Published: (2024)
by: Li, Zhe, et al.
Published: (2024)
Scale-invariant and View-relational Representation Learning for Full Surround Monocular Depth
by: Hwang, Kyumin, et al.
Published: (2025)
by: Hwang, Kyumin, et al.
Published: (2025)
Formalizing the Sampling Design Space of Diffusion-Based Generative Models via Adaptive Solvers and Wasserstein-Bounded Timesteps
by: Jo, Sangwoo, et al.
Published: (2026)
by: Jo, Sangwoo, et al.
Published: (2026)
SHED Light on Segmentation for Dense Prediction
by: Lee, Seung Hyun, et al.
Published: (2026)
by: Lee, Seung Hyun, et al.
Published: (2026)
CovMatch: Cross-Covariance Guided Multimodal Dataset Distillation with Trainable Text Encoder
by: Lee, Yongmin, et al.
Published: (2025)
by: Lee, Yongmin, et al.
Published: (2025)
Semantic Image Synthesis with Unconditional Generator
by: Chae, Jungwoo, et al.
Published: (2024)
by: Chae, Jungwoo, et al.
Published: (2024)
MGD$^3$: Mode-Guided Dataset Distillation using Diffusion Models
by: Chan-Santiago, Jeffrey A., et al.
Published: (2025)
by: Chan-Santiago, Jeffrey A., et al.
Published: (2025)
README: Robust Error-Aware Digital Signature Framework via Deep Watermarking Model
by: Choi, Hyunwook, et al.
Published: (2025)
by: Choi, Hyunwook, et al.
Published: (2025)
Simple and Fast Distillation of Diffusion Models
by: Zhou, Zhenyu, et al.
Published: (2024)
by: Zhou, Zhenyu, et al.
Published: (2024)
G$^{2}$D: Boosting Multimodal Learning with Gradient-Guided Distillation
by: Rakib, Mohammed, et al.
Published: (2025)
by: Rakib, Mohammed, et al.
Published: (2025)
DualProtoSeg: Simple and Efficient Design with Text- and Image-Guided Prototype Learning for Weakly Supervised Histopathology Image Segmentation
by: Vu, Anh M., et al.
Published: (2025)
by: Vu, Anh M., et al.
Published: (2025)
MultiAnimate: Pose-Guided Image Animation Made Extensible
by: Hu, Yingcheng, et al.
Published: (2026)
by: Hu, Yingcheng, et al.
Published: (2026)
Enhancing Diffusion-based Dataset Distillation via Adversary-Guided Curriculum Sampling
by: Zou, Lexiao, et al.
Published: (2025)
by: Zou, Lexiao, et al.
Published: (2025)
Fine-Grained Prototypes Distillation for Few-Shot Object Detection
by: Wang, Zichen, et al.
Published: (2024)
by: Wang, Zichen, et al.
Published: (2024)
PartStickers: Generating Parts of Objects for Rapid Prototyping
by: Zhou, Mo, et al.
Published: (2025)
by: Zhou, Mo, et al.
Published: (2025)
GarmentCodeData: A Dataset of 3D Made-to-Measure Garments With Sewing Patterns
by: Korosteleva, Maria, et al.
Published: (2024)
by: Korosteleva, Maria, et al.
Published: (2024)
Domain-Specialized Interactive Segmentation Framework for Meningioma Radiotherapy Planning
by: Lee, Junhyeok, et al.
Published: (2025)
by: Lee, Junhyeok, et al.
Published: (2025)
Dataset Distillation via Curriculum Data Synthesis in Large Data Era
by: Yin, Zeyuan, et al.
Published: (2023)
by: Yin, Zeyuan, et al.
Published: (2023)
Temporal Saliency-Guided Distillation: A Scalable Framework for Distilling Video Datasets
by: Gu, Xulin, et al.
Published: (2025)
by: Gu, Xulin, et al.
Published: (2025)
Data-Free Class-Incremental Gesture Recognition with Prototype-Guided Pseudo Feature Replay
by: Wang, Hongsong, et al.
Published: (2025)
by: Wang, Hongsong, et al.
Published: (2025)
Multimodal Distribution Matching for Vision-Language Dataset Distillation
by: Jeong, Jongoh, et al.
Published: (2026)
by: Jeong, Jongoh, et al.
Published: (2026)
Low-Rank Similarity Mining for Multimodal Dataset Distillation
by: Xu, Yue, et al.
Published: (2024)
by: Xu, Yue, et al.
Published: (2024)
Similar Items
-
Stay Fair! Ensuring Group Fairness in Diffusion Models Across Guidance Scales
by: Kim, Myeongsoo, et al.
Published: (2026) -
Cross-Architecture Distillation Made Simple with Redundancy Suppression
by: Zhang, Weijia, et al.
Published: (2025) -
CompoDistill: Attention Distillation for Compositional Reasoning in Multimodal LLMs
by: Kim, Jiwan, et al.
Published: (2025) -
Dataset Distillation via Vision-Language Category Prototype
by: Zou, Yawen, et al.
Published: (2025) -
GuideDog: A Real-World Egocentric Multimodal Dataset for Blind and Low-Vision Accessibility-Aware Guidance
by: Kim, Junhyeok, et al.
Published: (2025)