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Generalized Zero- and Few-Shot Learning via Aligned Variational
  Autoencoders

Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders

5 December 2018
Edgar Schönfeld
Sayna Ebrahimi
Samarth Sinha
Trevor Darrell
Zeynep Akata
    DRL
ArXivPDFHTML

Papers citing "Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders"

50 / 85 papers shown
Title
GenZSL: Generative Zero-Shot Learning Via Inductive Variational Autoencoder
GenZSL: Generative Zero-Shot Learning Via Inductive Variational Autoencoder
Shiming Chen
Dingjie Fu
Salman Khan
Fahad Shahbaz Khan
VLM
18
0
0
17 May 2025
Towards Scalable Topological Regularizers
Towards Scalable Topological Regularizers
Hiu-Tung Wong
Darrick Lee
Hong Yan
BDL
59
0
0
24 Jan 2025
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition
Jeonghyeok Do
Munchurl Kim
49
1
0
16 Nov 2024
Zero-Shot Skeleton-based Action Recognition with Dual Visual-Text
  Alignment
Zero-Shot Skeleton-based Action Recognition with Dual Visual-Text Alignment
Jidong Kuang
Hongsong Wang
Chaolei Han
Jie Gui
45
1
0
22 Sep 2024
RevCD -- Reversed Conditional Diffusion for Generalized Zero-Shot Learning
RevCD -- Reversed Conditional Diffusion for Generalized Zero-Shot Learning
William Heyden
Habib Ullah
M. Salman Siddiqui
Fadi Al Machot
DiffM
31
0
0
31 Aug 2024
Adversarial Robustification via Text-to-Image Diffusion Models
Adversarial Robustification via Text-to-Image Diffusion Models
Daewon Choi
Jongheon Jeong
Huiwon Jang
Jinwoo Shin
DiffM
47
1
0
26 Jul 2024
CREST: Cross-modal Resonance through Evidential Deep Learning for
  Enhanced Zero-Shot Learning
CREST: Cross-modal Resonance through Evidential Deep Learning for Enhanced Zero-Shot Learning
Haojian Huang
Xiaozhen Qiao
Zhuo Chen
Haodong Chen
Bingyu Li
Zhe Sun
Mulin. Chen
Xuelong Li
34
10
0
15 Apr 2024
Visual Decoding and Reconstruction via EEG Embeddings with Guided
  Diffusion
Visual Decoding and Reconstruction via EEG Embeddings with Guided Diffusion
Dongyang Li
Chen Wei
Shiying Li
Jiachen Zou
Quanying Liu
DiffM
37
18
0
12 Mar 2024
Synthesizing Knowledge-enhanced Features for Real-world Zero-shot Food
  Detection
Synthesizing Knowledge-enhanced Features for Real-world Zero-shot Food Detection
Pengfei Zhou
Weiqing Min
Jiajun Song
Yang Zhang
Shuqiang Jiang
35
10
0
14 Feb 2024
SEER-ZSL: Semantic Encoder-Enhanced Representations for Generalized Zero-Shot Learning
SEER-ZSL: Semantic Encoder-Enhanced Representations for Generalized Zero-Shot Learning
William Heyden
Habib Ullah
M. Salman Siddiqui
Fadi Al Machot
VLM
41
0
0
20 Dec 2023
Synthetic Sample Selection for Generalized Zero-Shot Learning
Synthetic Sample Selection for Generalized Zero-Shot Learning
Shreyank N. Gowda
27
16
0
06 Apr 2023
Diff-ID: An Explainable Identity Difference Quantification Framework for
  DeepFake Detection
Diff-ID: An Explainable Identity Difference Quantification Framework for DeepFake Detection
Chuer Yu
Xuhong Zhang
Yuxuan Duan
Senbo Yan
Zonghui Wang
Yang Xiang
S. Ji
Wenzhi Chen
AAML
29
5
0
30 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
32
0
0
08 Feb 2023
Vision Transformer-based Feature Extraction for Generalized Zero-Shot
  Learning
Vision Transformer-based Feature Extraction for Generalized Zero-Shot Learning
Jiseob Kim
Kyuhong Shim
Junhan Kim
B. Shim
ViT
32
12
0
02 Feb 2023
Understanding Zero-Shot Adversarial Robustness for Large-Scale Models
Understanding Zero-Shot Adversarial Robustness for Large-Scale Models
Chengzhi Mao
Scott Geng
Junfeng Yang
Xin Eric Wang
Carl Vondrick
VLM
44
59
0
14 Dec 2022
I2MVFormer: Large Language Model Generated Multi-View Document
  Supervision for Zero-Shot Image Classification
I2MVFormer: Large Language Model Generated Multi-View Document Supervision for Zero-Shot Image Classification
Muhammad Ferjad Naeem
Muhammad Gul Zain Ali Khan
Yongqin Xian
Muhammad Zeshan Afzal
D. Stricker
Luc Van Gool
F. Tombari
VLM
35
52
0
05 Dec 2022
Better Generalized Few-Shot Learning Even Without Base Data
Better Generalized Few-Shot Learning Even Without Base Data
Seongwoong Kim
Dong-Wan Choi
24
7
0
29 Nov 2022
On the Transferability of Visual Features in Generalized Zero-Shot
  Learning
On the Transferability of Visual Features in Generalized Zero-Shot Learning
Paola Cascante-Bonilla
Leonid Karlinsky
James Smith
Yanjun Qi
Vicente Ordonez
33
2
0
22 Nov 2022
Novel transfer learning schemes based on Siamese networks and synthetic
  data
Novel transfer learning schemes based on Siamese networks and synthetic data
Dominik Stallmann
Philip Kenneweg
Barbara Hammer
18
6
0
21 Nov 2022
Hub-VAE: Unsupervised Hub-based Regularization of Variational
  Autoencoders
Hub-VAE: Unsupervised Hub-based Regularization of Variational Autoencoders
Priya Mani
C. Domeniconi
BDL
SSL
DRL
21
0
0
18 Nov 2022
Decoding Visual Neural Representations by Multimodal Learning of
  Brain-Visual-Linguistic Features
Decoding Visual Neural Representations by Multimodal Learning of Brain-Visual-Linguistic Features
Changde Du
Kaicheng Fu
Jinpeng Li
Huiguang He
VLM
45
68
0
13 Oct 2022
Efficient Gaussian Process Model on Class-Imbalanced Datasets for
  Generalized Zero-Shot Learning
Efficient Gaussian Process Model on Class-Imbalanced Datasets for Generalized Zero-Shot Learning
Changkun Ye
Nick Barnes
L. Petersson
Russell Tsuchida
BDL
SyDa
VLM
37
3
0
11 Oct 2022
Multi-Modal Fusion by Meta-Initialization
Multi-Modal Fusion by Meta-Initialization
Matthew Jackson
Shreshth A. Malik
Michael T. Matthews
Yousuf Mohamed-Ahmed
32
0
0
10 Oct 2022
LETS-GZSL: A Latent Embedding Model for Time Series Generalized Zero
  Shot Learning
LETS-GZSL: A Latent Embedding Model for Time Series Generalized Zero Shot Learning
Sathvik Bhaskarpandit
Priyanka Gupta
Manik Gupta
BDL
AI4TS
25
2
0
25 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 Opportunities
Yisheng Song
Ting-Yuan Wang
S. Mondal
J. P. Sahoo
SLR
50
344
0
13 May 2022
Generating Representative Samples for Few-Shot Classification
Generating Representative Samples for Few-Shot Classification
Jingyi Xu
Hieu M. Le
VLM
21
61
0
05 May 2022
Interpretable Saliency Maps And Self-Supervised Learning For Generalized
  Zero Shot Medical Image Classification
Interpretable Saliency Maps And Self-Supervised Learning For Generalized Zero Shot Medical Image Classification
Dwarikanath Mahapatra
MedIm
20
2
0
04 Apr 2022
Attribute Prototype Network for Any-Shot Learning
Attribute Prototype Network for Any-Shot Learning
Wenjia Xu
Yongqin Xian
Jiuniu Wang
Bernt Schiele
Zeynep Akata
VLM
31
37
0
04 Apr 2022
Unseen Classes at a Later Time? No Problem
Unseen Classes at a Later Time? No Problem
Hari Chandana Kuchibhotla
Sumitra S Malagi
Shivam Chandhok
V. Balasubramanian
CLL
24
10
0
30 Mar 2022
VGSE: Visually-Grounded Semantic Embeddings for Zero-Shot Learning
VGSE: Visually-Grounded Semantic Embeddings for Zero-Shot Learning
Wenjia Xu
Yongqin Xian
Jiuniu Wang
Bernt Schiele
Zeynep Akata
VLM
27
40
0
20 Mar 2022
Non-generative Generalized Zero-shot Learning via Task-correlated
  Disentanglement and Controllable Samples Synthesis
Non-generative Generalized Zero-shot Learning via Task-correlated Disentanglement and Controllable Samples Synthesis
Yaogong Feng
Xiaowen Huang
Pengbo Yang
Jian Yu
Jitao Sang
DiffM
24
29
0
10 Mar 2022
MSDN: Mutually Semantic Distillation Network for Zero-Shot Learning
MSDN: Mutually Semantic Distillation Network for Zero-Shot Learning
Shiming Chen
Ziming Hong
Guosen Xie
Wenhan Wang
Qinmu Peng
Kai Wang
Jian-jun Zhao
Xinge You
VLM
23
100
0
07 Mar 2022
Robust Region Feature Synthesizer for Zero-Shot Object Detection
Robust Region Feature Synthesizer for Zero-Shot Object Detection
Peiliang Huang
Junwei Han
De-Chun Cheng
Dingwen Zhang
ObjD
26
39
0
01 Jan 2022
Semantic Feature Extraction for Generalized Zero-shot Learning
Semantic Feature Extraction for Generalized Zero-shot Learning
Junhan Kim
Kyuhong Shim
B. Shim
VLM
27
30
0
29 Dec 2021
Learning Aligned Cross-Modal Representation for Generalized Zero-Shot
  Classification
Learning Aligned Cross-Modal Representation for Generalized Zero-Shot Classification
Zhiyu Fang
Xiaobin Zhu
Chun Yang
Zheng Han
Jingyan Qin
Xu-Cheng Yin
22
16
0
24 Dec 2021
TransZero++: Cross Attribute-Guided Transformer for Zero-Shot Learning
TransZero++: Cross Attribute-Guided Transformer for Zero-Shot Learning
Shiming Chen
Zi-Quan Hong
Wenjin Hou
Guosen Xie
Yibing Song
Jian-jun Zhao
Xinge You
Shuicheng Yan
Ling Shao
ViT
17
44
0
16 Dec 2021
TransZero: Attribute-guided Transformer for Zero-Shot Learning
TransZero: Attribute-guided Transformer for Zero-Shot Learning
Shiming Chen
Ziming Hong
Yang Liu
Guosen Xie
Baigui Sun
Hao Li
Qinmu Peng
Kelvin Lu
Xinge You
ViT
45
133
0
03 Dec 2021
Gaussian Mixture Variational Autoencoder with Contrastive Learning for
  Multi-Label Classification
Gaussian Mixture Variational Autoencoder with Contrastive Learning for Multi-Label Classification
Junwen Bai
Shufeng Kong
Carla P. Gomes
SSL
DRL
30
36
0
02 Dec 2021
Action2video: Generating Videos of Human 3D Actions
Action2video: Generating Videos of Human 3D Actions
Chuan Guo
Wei Ji
Sen Wang
Xinshuang Liu
Shihao Zou
Minglun Gong
Li Cheng
3DH
73
22
0
12 Nov 2021
SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot
  Learning
SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning
Fengyuan Yang
Ruiping Wang
Xilin Chen
VLM
39
35
0
08 Nov 2021
Fine-Grained Zero-Shot Learning with DNA as Side Information
Fine-Grained Zero-Shot Learning with DNA as Side Information
Sarkhan Badirli
Zeynep Akata
G. Mohler
Christel Picard
M. M. Dundar
SyDa
BDL
46
34
0
29 Sep 2021
Field-Guide-Inspired Zero-Shot Learning
Field-Guide-Inspired Zero-Shot Learning
Utkarsh Mall
Bharath Hariharan
Kavita Bala
VLM
38
7
0
24 Aug 2021
Generalized and Incremental Few-Shot Learning by Explicit Learning and
  Calibration without Forgetting
Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting
Anna Kukleva
Hilde Kuehne
Bernt Schiele
CLL
15
50
0
18 Aug 2021
Towards Visual Explainable Active Learning for Zero-Shot Classification
Towards Visual Explainable Active Learning for Zero-Shot Classification
Shichao Jia
Zeyu Li
Nuo Chen
Jiawan Zhang
VLM
30
23
0
15 Aug 2021
Generative Zero-Shot Learning for Semantic Segmentation of 3D Point
  Clouds
Generative Zero-Shot Learning for Semantic Segmentation of 3D Point Clouds
Bjoern Michele
Alexandre Boulch
Gilles Puy
Maxime Bucher
Renaud Marlet
3DPC
DiffM
VLM
26
57
0
13 Aug 2021
Multi-Head Self-Attention via Vision Transformer for Zero-Shot Learning
Multi-Head Self-Attention via Vision Transformer for Zero-Shot Learning
Faisal Alamri
Anjan Dutta
ViT
24
23
0
30 Jul 2021
FREE: Feature Refinement for Generalized Zero-Shot Learning
FREE: Feature Refinement for Generalized Zero-Shot Learning
Shiming Chen
Wenjie Wang
Beihao Xia
Qinmu Peng
Xinge You
Feng Zheng
Ling Shao
VLM
24
134
0
29 Jul 2021
Few-shot Learning with Global Relatedness Decoupled-Distillation
Few-shot Learning with Global Relatedness Decoupled-Distillation
Yuanen Zhou
Yanrong Guo
Shijie Hao
Richang Hong
Zhen junzha
Meng Wang
21
1
0
12 Jul 2021
Mitigating Generation Shifts for Generalized Zero-Shot Learning
Mitigating Generation Shifts for Generalized Zero-Shot Learning
Zhi Chen
Yadan Luo
Sen Wang
Ruihong Qiu
Jingjing Li
Zi Huang
19
25
0
07 Jul 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
28
9
0
28 Jun 2021
12
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