DeepEMD : few-shot image classification with differentiable Earth Mover’s Distance and structured classifiers

DeepEMD : few-shot image classification with differentiable Earth Mover’s Distance and structured classifiers

In this paper, we address the few-shot classification task from a new perspective of optimal matching between image regions. We adopt the Earth Mover’s Distance (EMD) as a metric to compute a structural distance between dense image representations to determine image relevance. The EMD generates the...

Saved in:

書目詳細資料
Main Authors:	Zhang, Chi, Cai, Yujun, Lin, Guosheng, Shen, Chunhua
其他作者:	School of Computer Science and Engineering
格式:	Conference or Workshop Item
語言:	English
出版:	2020
主題:	Engineering::Computer science and engineering Deep Neural Networks Earth Mover’s Distance (EMD)
在線閱讀:	https://hdl.handle.net/10356/144270
標簽:	添加標簽沒有標簽, 成為第一個標記此記錄!
機構:	Nanyang Technological University
語言:	English

相似書籍

Efficient and effective similarity search over probabilistic data based on Earth Mover's Distance
由: Xu, J., et al.
出版: (2013)

Face recognition using spatially constrained earth mover's distance
由: Xu, D., et al.
出版: (2014)

SABRE: A Sensitive Attribute Bucketization and REdistribution framework for t-closeness
由: Cao, J., et al.
出版: (2013)

Localized matching using Earth Mover's Distance towards discovery of common patterns from small image samples
由: TAN, Hung-Khoon, et al.
出版: (2009)

Localized matching using Earth Mover's Distance towards discovery of common patterns from small image samples
由: TAN, Hung-Khoon, et al.
出版: (2009)

Emd and psychoacoustic model based watermarking for audio
由: Wang, L., et al.
出版: (2013)

Enhancing bilinear subspace learning by element rearrangement
由: Xu, D., et al.
出版: (2014)

A systems study on the operations system of JCIB Express Cargo Movers Corp.
由: Alday, Andrea Crisella E., et al.
出版: (2014)

Inverse Modelling of Incompressible Gas Flow in Subspace
由: Zhai, Xiao, et al.
出版: (2016)

Learning to Self-Train for Semi-Supervised Few-Shot Classification
由: Xinzhe Li, et al.
出版: (2020)

Fast-mover advantages: Speed capabilities and entry into the emerging submarket of atlantic basin LNG
由: Hawk, A., et al.
出版: (2014)

Construction of Irregular QC-LDPC Codes via Masking with ACE Optimization
由: Han, Guojun, et al.
出版: (2016)

HELA-VFA: a hellinger distance-attention-based feature aggregation network for few-shot classification
由: Lee, Gao Yu, et al.
出版: (2024)

Meta-Transfer Learning for Few-Shot Learning
由: Qianru Sun, et al.
出版: (2020)

Use of health belief model–based deep learning classifiers for COVID-19 social media content to examine public perceptions of physical distancing: Model development and case study
由: Raamkumar, A.S., et al.
出版: (2021)

Few-shot forgery detection via guided adversarial interpolation
由: Qiu, Haonan, et al.
出版: (2023)

Meta-RCNN: Meta learning for few-shot object detection
由: WU, Xiongwei, et al.
出版: (2020)

Common pattern discovery using earth mover's distance and local flow maximization
由: TAN, Hung-Khoon, et al.
出版: (2005)

Local radon transform and earth mover's distances for content-based image retrieval
由: Xiong, W., et al.
出版: (2014)

EUDEMON: A system for online video frame copy detection by earth mover's distance
由: Xu, J., et al.
出版: (2013)

Efficient and effective similarity search over probabilistic data based on Earth Mover's Distance
由: Xu, J., et al.
出版: (2013)

CANet : class-agnostic segmentation networks with iterative refinement and attentive few-shot learning
由: Zhang, Chi, et al.
出版: (2020)

Hybrid mamba for few-shot segmentation
由: Xu, Qianxiong, et al.
出版: (2025)

Unlocking the capabilities of explainable few‑shot learning in remote sensing
由: Lee, Gao Yu, et al.
出版: (2024)

Advancement in graph data mining: applications in unsupervised, continual, and few-shot learning
由: Rakaraddi, Appan
出版: (2024)

CRNet : cross-reference networks for few-shot segmentation
由: Liu, Weide, et al.
出版: (2020)

Digital Game-Based Learning of the Cell Cycle and its Effects on Students' Academic Achievement and Motivation
由: Evangelista, Reginald Andre I., et al.
出版: (2022)

Relative and absolute location embedding for few-shot node classification on graph
由: LIU, Zemin, et al.
出版: (2021)

Few-shot fine-grained classification with Spatial Attentive Comparison
由: Ruan, Xiaoqian, et al.
出版: (2022)

A fast growth distance algorithm for incremental motions
由: Ong, C.-J., et al.
出版: (2014)

Efficient few-shot object detection via knowledge inheritance
由: Yang, Ze, et al.
出版: (2023)

Explainable deep few-shot anomaly detection with deviation networks
由: PANG, Guansong, et al.
出版: (2021)

Few-shot image generation via style adaptation and content preservation
由: He, Xiaosheng, et al.
出版: (2025)

Interventional few-shot learning
由: YUE, Zhongqi, et al.
出版: (2020)

Linear distance coding for image classification
由: Wang, Z., et al.
出版: (2014)

Micro-doppler mini-UAV classification using empirical-mode decomposition features
由: Oh, Beom-Seok, et al.
出版: (2020)

Attributed social network embedding
由: LIAO, Lizi, et al.
出版: (2018)

CRCNet: few-shot segmentation with cross-reference and region–global conditional networks
由: Liu, Weide, et al.
出版: (2023)

VUCA leadership skills in implementing distance learning amidst COVID-19 pandemic
由: Estillore, Micah Jane A.
出版: (2022)

On the variance of average distance of subsets in the Hamming space
由: Fu, F.-W., et al.
出版: (2014)