Integrative Few-Shot Learning for Classification and Segmentation

29 March 2022

Papers citing "Integrative Few-Shot Learning for Classification and Segmentation"

32 / 32 papers shown

Title
FSSUWNet: Mitigating the Fragility of Pre-trained Models with Feature Enhancement for Few-Shot Semantic Segmentation in Underwater Images Zhuohao Li Zhicheng Huang Wenchao Liu Zhuxing Zhang Jianming Miao 42 0 0 01 Apr 2025
UniRiT: Towards Few-Shot Non-Rigid Point Cloud Registration Geng Li Haozhi Cao Mingyang Liu Chenxi Jiang Jianfei Yang 39 1 0 30 Oct 2024
Prompt-and-Transfer: Dynamic Class-aware Enhancement for Few-shot Segmentation Hanbo Bi Yingchao Feng Wenhui Diao Peijin Wang Yongqiang Mao Kun Fu Hongqi Wang Xian Sun VLM 34 3 0 16 Sep 2024
In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation Dahyun Kang Minsu Cho ObjD VLM 40 9 0 09 Aug 2024
Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts Pasquale De Marinis Nicola Fanelli Raffaele Scaringi Emanuele Colonna Giuseppe Fiameni G. Vessio Giovanna Castellano MLLM VLM 32 2 0 02 Jul 2024
Learning Robust Correlation with Foundation Model for Weakly-Supervised Few-Shot Segmentation Xinyang Huang Chuanglu Zhu Kebin Liu Ruiying Ren Shengjie Liu 43 2 0 30 May 2024
Embedding Generalized Semantic Knowledge into Few-Shot Remote Sensing Segmentation Yuyu Jia Wei Huang Junyu Gao Qi. Wang Qiang Li 46 3 0 22 May 2024
Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation Jin Wang Bingfeng Zhang Jian Pang Honglong Chen Weifeng Liu VLM 32 6 0 14 May 2024
Group-On: Boosting One-Shot Segmentation with Supportive Query Hanjing Zhou Mingze Yin JinTai Chen Danny Chen Jian Wu VLM ISeg 43 1 0 18 Apr 2024
Few-Shot Image Classification and Segmentation as Visual Question Answering Using Vision-Language Models Tian Meng Yang Tao Ruilin Lyu Wuliang Yin VLM 37 1 0 15 Mar 2024
Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning Wuyang Chen Jialin Song Pu Ren Shashank Subramanian Dmitriy Morozov Michael W. Mahoney AI4CE 52 9 0 24 Feb 2024
Few-Shot Classification & Segmentation Using Large Language Models Agent Tian Meng Yang Tao Wuliang Yin VLM 33 1 0 19 Nov 2023
Efficient Semantic Matching with Hypercolumn Correlation Seungwook Kim Juhong Min Minsu Cho 29 3 0 07 Nov 2023
Target-aware Bi-Transformer for Few-shot Segmentation Xianglin Wang Xiaoliu Luo Taiping Zhang ViT 25 0 0 18 Sep 2023
Dense Affinity Matching for Few-Shot Segmentation Hao Chen Yonghan Dong Zhe-Ming Lu Yunlong Yu Yingming Li Jungong Han Zhongfei Zhang 42 8 0 17 Jul 2023
Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation Dahyun Kang Piotr Koniusz Minsu Cho Naila Murray VLM ViT 25 24 0 07 Jul 2023
Harmonizing Base and Novel Classes: A Class-Contrastive Approach for Generalized Few-Shot Segmentation Weide Liu Zhonghua Wu Yang Zhao Yuming Fang Chuan-Sheng Foo Jun Cheng Guosheng Lin VLM 23 14 0 24 Mar 2023
A Language-Guided Benchmark for Weakly Supervised Open Vocabulary Semantic Segmentation Prashant Pandey Mustafa Chasmai Monish Natarajan Brejesh Lall VLM 28 5 0 27 Feb 2023
FECANet: Boosting Few-Shot Semantic Segmentation with Feature-Enhanced Context-Aware Network Huafeng Liu Pai Peng Tao Chen Qiong Wang Yazhou Yao Xiansheng Hua 35 52 0 19 Jan 2023
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation Yue Han Jiangning Zhang Zhucun Xue Chao Xu Xintian Shen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li 34 17 0 03 Jan 2023
MSI: Maximize Support-Set Information for Few-Shot Segmentation Seonghyeon Moon Samuel S. Sohn Honglu Zhou Sejong Yoon Vladimir Pavlovic Muhammad Haris Khan Mubbasir Kapadia 29 17 0 09 Dec 2022
Elimination of Non-Novel Segments at Multi-Scale for Few-Shot Segmentation Alper Kayabasi Gülin Tüfekci ilkay Ulusoy 36 7 0 04 Nov 2022
HM: Hybrid Masking for Few-Shot Segmentation Seonghyeon Moon Samuel S. Sohn Honglu Zhou Sejong Yoon Vladimir Pavlovic Muhammad Haris Khan Mubbasir Kapadia 36 9 0 24 Mar 2022
PFENet++: Boosting Few-shot Semantic Segmentation with the Noise-filtered Context-aware Prior Mask Xiaoliu Luo Zhuotao Tian Taiping Zhang Bei Yu Yuan Yan Tang Jiaya Jia 46 37 0 28 Sep 2021
A Self-Distillation Embedded Supervised Affinity Attention Model for Few-Shot Segmentation Qi Zhao Binghao Liu Shuchang Lyu Yifan Yang VLM 29 16 0 14 Aug 2021
Learning Meta-class Memory for Few-Shot Semantic Segmentation Zhonghua Wu Xiangxi Shi Guosheng lin Jianfei Cai VLM 53 108 0 06 Aug 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 277 3,623 0 24 Feb 2021
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? Malik Boudiaf H. Kervadec Imtiaz Masud Ziko Pablo Piantanida Ismail Ben Ayed Jose Dolz VLM 177 187 0 11 Dec 2020
Frustratingly Simple Few-Shot Object Detection Xin Wang Thomas E. Huang Trevor Darrell Joseph E. Gonzalez F. I. F. Richard Yu ObjD 95 544 0 16 Mar 2020
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 204 630 0 17 Oct 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 338 11,684 0 09 Mar 2017
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,198 0 01 Sep 2014