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Multimodal Prototypical Networks for Few-shot Learning

Multimodal Prototypical Networks for Few-shot Learning

IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
17 November 2020
Frederik Pahde
M. Puscas
T. Klein
Moin Nabi
ArXiv (abs)PDFHTML

Papers citing "Multimodal Prototypical Networks for Few-shot Learning"

46 / 46 papers shown
ProtoTopic: Prototypical Network for Few-Shot Medical Topic Modeling
ProtoTopic: Prototypical Network for Few-Shot Medical Topic Modeling
Martin Licht
Sara Ketabi
Farzad Khalvati
MedIm
122
0
0
15 Oct 2025
Doodle Your Keypoints: Sketch-Based Few-Shot Keypoint Detection
Doodle Your Keypoints: Sketch-Based Few-Shot Keypoint Detection
Subhajit Maity
A. Bhunia
Subhadeep Koley
Pinaki Nath Chowdhury
Aneeshan Sain
Yi-Zhe Song
485
0
0
10 Jul 2025
Explainable AI the Latest Advancements and New Trends
Explainable AI the Latest Advancements and New Trends
Bowen Long
Enjie Liu
Renxi Qiu
Yanqing Duan
XAI
798
6
0
11 May 2025
DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain
  Few-shot Action Recognition
DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition
Fei-Yu Guo
YiKang Wang
Han Qi
Li Zhu
Jing Sun
408
9
0
08 Jul 2024
Automated Privacy-Preserving Techniques via Meta-Learning
Automated Privacy-Preserving Techniques via Meta-Learning
Tânia Carvalho
Nuno Moniz
Luís Antunes
228
2
0
24 Jun 2024
Controllable Relation Disentanglement for Few-Shot Class-Incremental
  Learning
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning
Yuanen Zhou
Richang Hong
Yanrong Guo
Lin Liu
Shijie Hao
Hanwang Zhang
265
0
0
17 Mar 2024
Episodic-free Task Selection for Few-shot Learning
Episodic-free Task Selection for Few-shot Learning
Tao Zhang
199
1
0
31 Jan 2024
Visual Hindsight Self-Imitation Learning for Interactive Navigation
Visual Hindsight Self-Imitation Learning for Interactive NavigationIEEE Access (IEEE Access), 2023
Kibeom Kim
Kisung Shin
Min Whoo Lee
Moonhoen Lee
Minsu Lee
Byoung-Tak Zhang
241
3
0
05 Dec 2023
Consistency Prototype Module and Motion Compensation for Few-Shot Action
  Recognition (CLIP-CP$\mathbf{M^2}$C)
Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CPM2\mathbf{M^2}M2C)
Fei-Yu Guo
Li Zhu
YiKang Wang
Han Qi
305
8
0
02 Dec 2023
Robust Text Classification: Analyzing Prototype-Based Networks
Robust Text Classification: Analyzing Prototype-Based NetworksConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Zhivar Sourati
D. Deshpande
Filip Ilievski
Kiril Gashteovski
S. Saralajew
OODOffRL
328
8
0
11 Nov 2023
On Task-personalized Multimodal Few-shot Learning for Visually-rich
  Document Entity Retrieval
On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity RetrievalConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Jiayi Chen
H. Dai
Bo Dai
Aidong Zhang
Wei Wei
331
3
0
01 Nov 2023
Episodic Multi-Task Learning with Heterogeneous Neural Processes
Episodic Multi-Task Learning with Heterogeneous Neural ProcessesNeural Information Processing Systems (NeurIPS), 2023
Jiayi Shen
Xiantong Zhen
Qi
Qi Wang
M. Worring
271
17
0
28 Oct 2023
Heterogenous Memory Augmented Neural Networks
Heterogenous Memory Augmented Neural Networks
Zihan Qiu
Zhen Liu
Shuicheng Yan
Shanghang Zhang
Jie Fu
235
0
0
17 Oct 2023
HAVE-Net: Hallucinated Audio-Visual Embeddings for Few-Shot
  Classification with Unimodal Cues
HAVE-Net: Hallucinated Audio-Visual Embeddings for Few-Shot Classification with Unimodal Cues
Ankit Jha
Debabrata Pal
Mainak Singha
Naman Agarwal
Biplab Banerjee
163
0
0
23 Sep 2023
ProtoEM: A Prototype-Enhanced Matching Framework for Event Relation
  Extraction
ProtoEM: A Prototype-Enhanced Matching Framework for Event Relation Extraction
Zhilei Hu
Zixuan Li
Daozhu Xu
Long Bai
Cheng Jin
Xiaolong Jin
Jiafeng Guo
Xueqi Cheng
243
7
0
22 Sep 2023
Task-Specific Alignment and Multiple Level Transformer for Few-Shot
  Action Recognition
Task-Specific Alignment and Multiple Level Transformer for Few-Shot Action RecognitionNeurocomputing (Neurocomputing), 2023
Fei-Yu Guo
Li Zhu
Yiwang Wang
Jing Sun
ViT
273
11
0
05 Jul 2023
LPN: Language-guided Prototypical Network for few-shot classification
LPN: Language-guided Prototypical Network for few-shot classification
Kaihui Cheng
Chule Yang
Xiao Liu
Naiyang Guan
Zhiyuan Wang
490
1
0
04 Jul 2023
SENet: A Spectral Filtering Approach to Represent Exemplars for Few-shot
  Learning
SENet: A Spectral Filtering Approach to Represent Exemplars for Few-shot Learning
Tao Zhang
Wu Huang
343
3
0
30 May 2023
Towards Effective Visual Representations for Partial-Label Learning
Towards Effective Visual Representations for Partial-Label LearningComputer Vision and Pattern Recognition (CVPR), 2023
Shiyu Xia
Jiaqi Lv
Ning Xu
Gang Niu
Xin Geng
VLMSSL
270
33
0
10 May 2023
The Multimodal And Modular Ai Chef: Complex Recipe Generation From
  Imagery
The Multimodal And Modular Ai Chef: Complex Recipe Generation From Imagery
David Noever
S. M. Noever
823
9
0
20 Mar 2023
Meta-learning approaches for few-shot learning: A survey of recent
  advances
Meta-learning approaches for few-shot learning: A survey of recent advancesACM Computing Surveys (ACM Comput. Surv.), 2023
Hassan Gharoun
Fereshteh Momenifar
Fang Chen
Amir H. Gandomi
OODVLM
330
159
0
13 Mar 2023
CLIP-guided Prototype Modulating for Few-shot Action Recognition
CLIP-guided Prototype Modulating for Few-shot Action RecognitionInternational Journal of Computer Vision (IJCV), 2023
Xiang Wang
Shiwei Zhang
Jun Cen
Changxin Gao
Yingya Zhang
Deli Zhao
Nong Sang
VLM
300
86
0
06 Mar 2023
A Systematic Evaluation and Benchmark for Embedding-Aware Generative
  Models: Features, Models, and Any-shot Scenarios
A Systematic Evaluation and Benchmark for Embedding-Aware Generative Models: Features, Models, and Any-shot Scenarios
Liangjun Feng
Jiancheng Zhao
Chunhui Zhao
VLM
499
0
0
08 Feb 2023
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with
  Multimodal Models
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal ModelsComputer Vision and Pattern Recognition (CVPR), 2023
Zhiqiu Lin
Samuel Yu
Zhiyi Kuang
Deepak Pathak
Deva Ramana
VLM
537
163
0
16 Jan 2023
Hierarchical Explanations for Video Action Recognition
Hierarchical Explanations for Video Action Recognition
Sadaf Gulshad
Teng Long
Nanne van Noord
FAtt
403
13
0
01 Jan 2023
Multimodal Prototype-Enhanced Network for Few-Shot Action Recognition
Multimodal Prototype-Enhanced Network for Few-Shot Action RecognitionInternational Conference on Multimedia Retrieval (ICMR), 2022
Xin Ni
Yong Liu
Hao Wen
Yatai Ji
Jing Xiao
Yujiu Yang
339
21
0
09 Dec 2022
Disentangled Generation with Information Bottleneck for Few-Shot
  Learning
Disentangled Generation with Information Bottleneck for Few-Shot Learning
Zhuohang Dang
Jihong Wang
Minnan Luo
Chengyou Jia
Caixia Yan
Qinghua Zheng
219
1
0
29 Nov 2022
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for
  Few-shot Image Classification
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image ClassificationIEEE transactions on multimedia (IEEE TMM), 2022
Fang Peng
Xiaoshan Yang
Linhui Xiao
Yaowei Wang
Changsheng Xu
VLM
250
79
0
28 Nov 2022
Text2Model: Text-based Model Induction for Zero-shot Image
  Classification
Text2Model: Text-based Model Induction for Zero-shot Image ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Ohad Amosy
Tomer Volk
Eilam Shapira
Eyal Ben-David
Roi Reichart
Gal Chechik
VLM
193
2
0
27 Oct 2022
Semantic Cross Attention for Few-shot Learning
Semantic Cross Attention for Few-shot LearningAsian Conference on Machine Learning (ACML), 2022
Bin Xiao
Chien Liu
W. Hsaio
293
2
0
12 Oct 2022
Prototype-Aware Heterogeneous Task for Point Cloud Completion
Prototype-Aware Heterogeneous Task for Point Cloud Completion
Junshu Tang
Jiacheng Xu
Jing-yu Gong
Haichuan Song
Yuan Xie
Lizhuang Ma
3DPC
206
2
0
05 Sep 2022
Kernel Relative-prototype Spectral Filtering for Few-shot Learning
Kernel Relative-prototype Spectral Filtering for Few-shot LearningEuropean Conference on Computer Vision (ECCV), 2022
Tao Zhang
Wu Huang
311
16
0
24 Jul 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications,
  Challenges, and Opportunities
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and OpportunitiesACM Computing Surveys (ACM CSUR), 2022
Yisheng Song
Ting-Yuan Wang
S. Mondal
J. P. Sahoo
SLR
446
634
0
13 May 2022
Shaping Visual Representations with Attributes for Few-Shot Recognition
Shaping Visual Representations with Attributes for Few-Shot Recognition
Haoxing Chen
Huaxiong Li
Yaohui Li
Chunlin Chen
398
8
0
13 Dec 2021
Interactive Disentanglement: Learning Concepts by Interacting with their
  Prototype Representations
Interactive Disentanglement: Learning Concepts by Interacting with their Prototype RepresentationsComputer Vision and Pattern Recognition (CVPR), 2021
Wolfgang Stammer
Marius Memmel
P. Schramowski
Kristian Kersting
468
30
0
04 Dec 2021
A Closer Look at Prototype Classifier for Few-shot Image Classification
A Closer Look at Prototype Classifier for Few-shot Image ClassificationNeural Information Processing Systems (NeurIPS), 2021
Mingcheng Hou
Issei Sato
VLM
325
34
0
11 Oct 2021
Multimodality in Meta-Learning: A Comprehensive Survey
Multimodality in Meta-Learning: A Comprehensive Survey
Yao Ma
Shilin Zhao
Weixiao Wang
Yaoman Li
Irwin King
292
74
0
28 Sep 2021
Predicting emergent linguistic compositions through time: Syntactic
  frame extension via multimodal chaining
Predicting emergent linguistic compositions through time: Syntactic frame extension via multimodal chainingConference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Lei Yu
Yang Xu
177
9
0
10 Sep 2021
Multimodal Co-learning: Challenges, Applications with Datasets, Recent
  Advances and Future Directions
Multimodal Co-learning: Challenges, Applications with Datasets, Recent Advances and Future DirectionsInformation Fusion (Inf. Fusion), 2021
Anil Rahate
Rahee Walambe
S. Ramanna
K. Kotecha
478
181
0
29 Jul 2021
Will Multi-modal Data Improves Few-shot Learning?
Will Multi-modal Data Improves Few-shot Learning?
Zilun Zhang
Shihao Ma
Yichun Zhang
141
2
0
25 Jul 2021
Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software,
  Guidelines and Future Directions
Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future DirectionsACM Computing Surveys (CSUR), 2021
W. Sleeman
R. Kapoor
AI4TS
294
99
0
24 Jul 2021
Hyperbolic Busemann Learning with Ideal Prototypes
Hyperbolic Busemann Learning with Ideal PrototypesNeural Information Processing Systems (NeurIPS), 2021
Mina Ghadimi Atigh
Martin Keller-Ressel
Pascal Mettes
274
58
0
28 Jun 2021
Dizygotic Conditional Variational AutoEncoder for Multi-Modal and
  Partial Modality Absent Few-Shot Learning
Dizygotic Conditional Variational AutoEncoder for Multi-Modal and Partial Modality Absent Few-Shot Learning
Yi Zhang
Sheng Huang
Xiao-song Peng
Dan Yang
211
9
0
28 Jun 2021
HetMAML: Task-Heterogeneous Model-Agnostic Meta-Learning for Few-Shot
  Learning Across Modalities
HetMAML: Task-Heterogeneous Model-Agnostic Meta-Learning for Few-Shot Learning Across ModalitiesInternational Conference on Information and Knowledge Management (CIKM), 2021
Jiayi Chen
Aidong Zhang
263
16
0
17 May 2021
Few-shot Partial Multi-view Learning
Few-shot Partial Multi-view LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Yuanen Zhou
Yanrong Guo
Shijie Hao
Richang Hong
Jiebo Luo
381
6
0
05 May 2021
Direct multimodal few-shot learning of speech and images
Direct multimodal few-shot learning of speech and imagesInterspeech (Interspeech), 2020
Leanne Nortje
Herman Kamper
SSL
418
10
0
10 Dec 2020
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