Piecewise classifier mappings: Learning fine-grained learners for novel categories with few examples

11 May 2018

Xiu-Shen Wei

Peng Wang

Lingqiao Liu

Chunhua Shen

Jianxin Wu

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Papers citing "Piecewise classifier mappings: Learning fine-grained learners for novel categories with few examples"

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Title
Twofold Debiasing Enhances Fine-Grained Learning with Coarse Labels Xin-yang Zhao Jian Jin Yang-yang Li Yazhou Yao 45 0 0 27 Feb 2025
Hybrid Feature Collaborative Reconstruction Network for Few-Shot Fine-Grained Image Classification Shulei Qiu Wanqi Yang Ming Yang 31 0 0 02 Jul 2024
LDCA: Local Descriptors with Contextual Augmentation for Few-Shot Learning Maofa Wang Bingchen Yan 33 0 0 24 Jan 2024
Hyperbolic Space with Hierarchical Margin Boosts Fine-Grained Learning from Coarse Labels Shu-Lin Xu Yifan Sun Faen Zhang Anqi Xu Xiu-Shen Wei Yi Yang 24 5 0 18 Nov 2023
MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition QiHao Zhao Chen Jiang Wei Hu Fangying Zhang Jun Liu 35 11 0 19 Aug 2023
Robust Saliency-Aware Distillation for Few-shot Fine-grained Visual Recognition Haiqi Liu Cheng Chen Xinrong Gong Tong Zhang 32 9 0 12 May 2023
Delving Deep into Simplicity Bias for Long-Tailed Image Recognition Xiu-Shen Wei Xuhao Sun Yang Shen Anqi Xu Peng Wang Faen Zhang 36 1 0 07 Feb 2023
Learning Imbalanced Data with Vision Transformers Zhengzhuo Xu R. Liu Shuo Yang Zenghao Chai Chun Yuan 37 32 0 05 Dec 2022
A Task-aware Dual Similarity Network for Fine-grained Few-shot Learning Yanjun Qi Han Sun Ningzhong Liu Huiyu Zhou 29 8 0 22 Oct 2022
Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment Zican Zha Hao Tang Yunlian Sun Jinhui Tang 57 75 0 04 Oct 2022
Improving Fine-Grained Visual Recognition in Low Data Regimes via Self-Boosting Attention Mechanism Yangyang Shu B. Yu Hai-Ming Xu Lingqiao Liu 22 26 0 01 Aug 2022
Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation Hegui Zhu Zhan Gao Jiayi Wang Yangqiaoyu Zhou Chengqing Li 13 6 0 18 Jul 2022
Compound Prototype Matching for Few-shot Action Recognition Yifei Huang Lijin Yang Yoichi Sato 22 43 0 12 Jul 2022
GDC- Generalized Distribution Calibration for Few-Shot Learning Shakti Kumar Hussain Zaidi 18 8 0 11 Apr 2022
Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition Zhisheng Zhong Jiequan Cui Zeming Li Eric Lo Jian Sun Jiaya Jia SSL 15 4 0 22 Mar 2022
Fine-Grained Image Analysis with Deep Learning: A Survey Xiu-Shen Wei Yi-Zhe Song Oisin Mac Aodha Jianxin Wu Yuxin Peng Jinhui Tang Jian Yang Serge J. Belongie 74 279 0 11 Nov 2021
Meta-Reinforcement Learning via Buffering Graph Signatures for Live Video Streaming Events Stefanos Antaris Dimitrios Rafailidis Sarunas Girdzijauskas OffRL 11 0 0 03 Oct 2021
Fine-Grained Few Shot Learning with Foreground Object Transformation Chaofei Wang S. Song Qisen Yang Xiang Li Gao Huang 27 23 0 13 Sep 2021
Object-aware Long-short-range Spatial Alignment for Few-Shot Fine-Grained Image Classification Yike Wu Bo-Wen Zhang Gang Yu Weixiao Zhang Bin Wang Tao Chen Jiayuan Fan ObjD 29 24 0 30 Aug 2021
Parametric Contrastive Learning Jiequan Cui Zhisheng Zhong Shu-Lin Liu Bei Yu Jiaya Jia 19 269 0 26 Jul 2021
Episode Adaptive Embedding Networks for Few-shot Learning Fangbing Liu Qing Wang 24 0 0 17 Jun 2021
NDPNet: A novel non-linear data projection network for few-shot fine-grained image classification Weichuan Zhang Xuefang Liu Zhengrong Xue Yongsheng Gao Changming Sun 17 8 0 13 Jun 2021
Deep Metric Learning for Few-Shot Image Classification: A Review of Recent Developments Xiaoxu Li Xiaochen Yang Zhanyu Ma Jing-Hao Xue VLM 43 117 0 17 May 2021
Multi-level Metric Learning for Few-shot Image Recognition Haoxing Chen Huaxiong Li Yaohui Li Chunlin Chen 24 21 0 21 Mar 2021
ResLT: Residual Learning for Long-tailed Recognition Jiequan Cui Shu-Lin Liu Zhuotao Tian Zhisheng Zhong Jiaya Jia 18 127 0 26 Jan 2021
Multi-scale Adaptive Task Attention Network for Few-Shot Learning Haoxing Chen Huaxiong Li Yaohui Li Chunlin Chen 29 29 0 30 Nov 2020
RNNP: A Robust Few-Shot Learning Approach Pratik Mazumder Pravendra Singh Vinay P. Namboodiri NoLa 13 17 0 22 Nov 2020
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance View Yangyang Guo Liqiang Nie Zhiyong Cheng Q. Tian Min Zhang 19 69 0 30 Oct 2020
Region Comparison Network for Interpretable Few-shot Image Classification Z. Xue Lixin Duan Wen Li Lin Chen Jiebo Luo 16 15 0 08 Sep 2020
A Survey on Machine Learning from Few Samples Jiang Lu Pinghua Gong Jieping Ye Jianwei Zhang Changshu Zhang 14 47 0 06 Sep 2020
Dataset Bias in Few-shot Image Recognition Shuqiang Jiang Yaohui Zhu Chenlong Liu Xinhang Song Xiangyang Li Weiqing Min 23 22 0 18 Aug 2020
Few-shot Classification via Adaptive Attention Zihang Jiang Bingyi Kang Kuangqi Zhou Jiashi Feng 8 18 0 06 Aug 2020
ExchNet: A Unified Hashing Network for Large-Scale Fine-Grained Image Retrieval Quan Cui Qing-Yuan Jiang Xiu-Shen Wei Wu-Jun Li Osamu Yoshie 24 37 0 04 Aug 2020
Expert Training: Task Hardness Aware Meta-Learning for Few-Shot Classification Yucan Zhou Yu Wang Jianfei Cai Yu Zhou Q. Hu Weiping Wang VLM 13 12 0 13 Jul 2020
TOAN: Target-Oriented Alignment Network for Fine-Grained Image Categorization with Few Labeled Samples Huaxi Huang Junjie Zhang Jian Andrew Zhang Qiang Wu Chang Xu 27 54 0 28 May 2020
Two-View Fine-grained Classification of Plant Species Voncarlos M. Araújo A. Britto L. S. Oliveira Alessandro Lameiras Koerich 21 20 0 18 May 2020
OSLNet: Deep Small-Sample Classification with an Orthogonal Softmax Layer Xiaoxu Li Dongliang Chang Zhanyu Ma Z. Tan Jing-Hao Xue Jie Cao Jingyi Yu Jun Guo 28 31 0 20 Apr 2020
BBN: Bilateral-Branch Network with Cumulative Learning for Long-Tailed Visual Recognition Boyan Zhou Quan Cui Xiu-Shen Wei Zhao-Min Chen 253 782 0 05 Dec 2019
Low-Rank Pairwise Alignment Bilinear Network For Few-Shot Fine-Grained Image Classification Huaxi Huang Junjie Zhang Jian Andrew Zhang Jingsong Xu Qiang Wu 11 118 0 04 Aug 2019
Deep Learning for Fine-Grained Image Analysis: A Survey Xiu-Shen Wei Jianxin Wu Quan Cui 10 90 0 06 Jul 2019
Compare More Nuanced:Pairwise Alignment Bilinear Network For Few-shot Fine-grained Learning Huaxi Huang Junjie Zhang Jian Andrew Zhang Qiang Wu Jingsong Xu 15 30 0 07 Apr 2019
Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions Han-Jia Ye Hexiang Hu De-Chuan Zhan Fei Sha 48 656 0 10 Dec 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 332 11,684 0 09 Mar 2017