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Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer
IEEE International Conference on Computer Vision (ICCV), 2021
6 August 2021
Zhihe Lu
Sen He
Xiatian Zhu
Li Zhang
Yi-Zhe Song
Tao Xiang
ViT
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ArXiv (abs)
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Github (133★)
Papers citing
"Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer"
50 / 105 papers shown
EPSegFZ: Efficient Point Cloud Semantic Segmentation for Few- and Zero-Shot Scenarios with Language Guidance
Jiahui Wang
H. Zhu
Haoren Guo
Abdullah Al Mamun
Cheng Xiang
Tong-heng Lee
3DPC
VLM
239
0
0
12 Nov 2025
Divide-and-Conquer Decoupled Network for Cross-Domain Few-Shot Segmentation
Runmin Cong
Anpeng Wang
Bin Wan
Cong Zhang
Xiaofei Zhou
Wei Zhang
188
3
0
11 Nov 2025
Correspondence as Video: Test-Time Adaption on SAM2 for Reference Segmentation in the Wild
Haoran Wang
Zekun Li
Jian Zhang
Lei Qi
Yinghuan Shi
VOS
VGen
329
0
0
11 Aug 2025
Balancing Conservatism and Aggressiveness: Prototype-Affinity Hybrid Network for Few-Shot Segmentation
Tianyu Zou
Shengwu Xiong
Ruilin Yao
Yi Rong
188
1
0
25 Jul 2025
Adapting In-Domain Few-Shot Segmentation to New Domains without Source Domain Retraining
Qi Fan
Kaiqi Liu
Nian Liu
Hisham Cholakkal
Rao Muhammad Anwer
Wenbin Li
Yang Gao
671
2
0
30 Apr 2025
UINO-FSS: Unifying Representation Learning and Few-shot Segmentation via Hierarchical Distillation and Mamba-HyperCorrelation
Wei Zhuo
Zhiyue Tang
Wufeng Xue
Hao Ding
Linlin Shen
LinLin Shen
528
0
0
22 Apr 2025
DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency
Mengshi Qi
Q. Hu
Xianrui Li
Xiaoyang Bi
Lu Qi
Huadong Ma
Ming-Hsuan Yang
VOS
VLM
511
1
0
16 Apr 2025
The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation
Computer Vision and Pattern Recognition (CVPR), 2025
Yuhan Liu
Yixiong Zou
Yuhua Li
Ruixuan Li
238
5
0
27 Mar 2025
Handwritten Text Recognition: A Survey
Carlos Garrido-Munoz
Antonio Ríos-Vila
Jorge Calvo-Zaragoza
390
14
0
12 Feb 2025
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models
Tongkun Liu
Bing Li
Xiao Jin
Yupeng Shi
Qiuying Li
Xiang Wei
507
3
0
03 Feb 2025
AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation
IEEE transactions on multimedia (IEEE TMM), 2024
Jiaqi Ma
Guo-Sen Xie
Fang Zhao
Zechao Li
388
6
0
23 Dec 2024
Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer
AAAI Conference on Artificial Intelligence (AAAI), 2024
Xinyue Chen
Miaojing Shi
Zijian Zhou
Lianghua He
Sophia Tsoka
297
3
0
20 Dec 2024
Cognition Transferring and Decoupling for Text-supervised Egocentric Semantic Segmentation
Zhaofeng Shi
Heqian Qiu
Lanxiao Wang
Fanman Meng
Qi Wu
Hongliang Li
357
5
0
02 Oct 2024
Few-Shot Domain Adaptation for Learned Image Compression
AAAI Conference on Artificial Intelligence (AAAI), 2024
Tianyu Zhang
Haotian Zhang
Yuqi Li
Li Li
Dong Liu
VLM
533
1
0
17 Sep 2024
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping
Image and Vision Computing (IVC), 2024
Amirreza Fateh
Mohammad Reza Mohammadi
Mohammad Reza Jahed Motlagh
ViT
985
21
0
17 Sep 2024
Prompt-and-Transfer: Dynamic Class-aware Enhancement for Few-shot Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Hanbo Bi
Yingchao Feng
Wenhui Diao
Peijin Wang
Yongqiang Mao
Kun Fu
Hongqi Wang
Xian Sun
VLM
254
24
0
16 Sep 2024
Applying ViT in Generalized Few-shot Semantic Segmentation
Liyuan Geng
Jinhong Xia
Yuanhe Guo
310
0
0
27 Aug 2024
No Re-Train, More Gain: Upgrading Backbones with Diffusion model for Pixel-Wise and Weakly-Supervised Few-Shot Segmentation
Shuai Chen
Fanman Meng
Haoran Wei
Haoran Wei
Runtong Zhang
Qingbo Wu
Linfeng Xu
Hongliang Li
281
0
0
23 Jul 2024
APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation
Weizhao He
Zhiyuan Liu
Wei Zhuo
Linlin Shen
Jiaqi Yang
Songhe Deng
Liang Sun
VLM
379
35
0
12 Jun 2024
Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation
Computer Vision and Pattern Recognition (CVPR), 2024
Jin Wang
Bingfeng Zhang
Jian Pang
Honglong Chen
Weifeng Liu
VLM
272
33
0
14 May 2024
Show and Grasp: Few-shot Semantic Segmentation for Robot Grasping through Zero-shot Foundation Models
Leonardo Barcellona
Alberto Bacchin
Matteo Terreran
Emanuele Menegatti
Stefano Ghidoni
236
4
0
19 Apr 2024
Spatial Context-based Self-Supervised Learning for Handwritten Text Recognition
Carlos Peñarrubia
Carlos Garrido-Munoz
J. J. Valero-Mas
Jorge Calvo-Zaragoza
614
4
0
17 Apr 2024
Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation
Jiapeng Su
Qi Fan
Guangming Lu
Fanglin Chen
Wenjie Pei
269
33
0
16 Apr 2024
Few-shot Object Localization
Yunhan Ren
Bo Li
Chengyang Zhang
Yong Zhang
Baocai Yin
374
1
0
19 Mar 2024
Explore In-Context Segmentation via Latent Diffusion Models
AAAI Conference on Artificial Intelligence (AAAI), 2024
Chaoyang Wang
Xiangtai Li
Henghui Ding
Lu Qi
Jiangning Zhang
Yunhai Tong
Chen Change Loy
Shuicheng Yan
DiffM
441
17
0
14 Mar 2024
Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation
Jonas Herzog
SSeg
373
31
0
27 Feb 2024
VRP-SAM: SAM with Visual Reference Prompt
Computer Vision and Pattern Recognition (CVPR), 2024
Yanpeng Sun
Jiahui Chen
Shan Zhang
Xinyu Zhang
Qiang Chen
Qiang Chen
Gang Zhang
Errui Ding
Jingdong Wang
Zechao Li
650
95
0
27 Feb 2024
Boosting Few-Shot Segmentation via Instance-Aware Data Augmentation and Local Consensus Guided Cross Attention
Li Guo
Haoming Liu
Yuxuan Xia
Chengyu Zhang
Xiaochen Lu
224
0
0
18 Jan 2024
Boosting Few-Shot Semantic Segmentation Via Segment Anything Model
Chen-Bin Feng
Qi Lai
Kangdao Liu
Houcheng Su
Chi-Man Vong
268
7
0
18 Jan 2024
Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining
Computer Vision and Pattern Recognition (CVPR), 2024
Jiahao Nie
Yun Xing
Gongjie Zhang
Pei Yan
Aoran Xiao
Yap-Peng Tan
Alex C. Kot
Shijian Lu
374
38
0
16 Jan 2024
Concept-Guided Prompt Learning for Generalization in Vision-Language Models
AAAI Conference on Artificial Intelligence (AAAI), 2024
Yi Zhang
Ce Zhang
Ke Yu
Yushun Tang
Zhihai He
VLM
MLLM
320
36
0
15 Jan 2024
Task-Disruptive Background Suppression for Few-Shot Segmentation
Suho Park
Subeen Lee
Sangeek Hyun
Hyun Seok Seong
Jae-Pil Heo
177
13
0
26 Dec 2023
Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement
Jing Wang
Jinagyun Li
Chen Chen
Yisi Zhang
Haoran Shen
Tianxiang Zhang
VLM
450
24
0
25 Dec 2023
Learning Exhaustive Correlation for Spectral Super-Resolution: Where Spatial-Spectral Attention Meets Linear Dependence
Hongyuan Wang
Lizhi Wang
Jiang Xu
Chang Chen
Xue Hu
Fenglong Song
Youliang Yan
274
0
0
20 Dec 2023
Flexible visual prompts for in-context learning in computer vision
Thomas Foster
Ioana Croitoru
Robert Dorfman
Christoffer Edlund
Thomas Varsavsky
Jon Almazán
VLM
VOS
293
2
0
11 Dec 2023
Background Clustering Pre-training for Few-shot Segmentation
Zhimiao Yu
Tiancheng Lin
Yi Xu
VLM
221
0
0
06 Dec 2023
ISAR: A Benchmark for Single- and Few-Shot Object Instance Segmentation and Re-Identification
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Nicolas Gorlo
Kenneth Blomqvist
Francesco Milano
Roland Siegwart
VLM
294
2
0
05 Nov 2023
GraphAdapter: Tuning Vision-Language Models With Dual Knowledge Graph
Neural Information Processing Systems (NeurIPS), 2023
Xin Li
Dongze Lian
Zhihe Lu
Jiawang Bai
Zhibo Chen
Xinchao Wang
VLM
322
115
0
24 Sep 2023
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation
IEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2023
Yazhou Zhu
Shidong Wang
Tong Xin
Zheng Zhang
Haofeng Zhang
301
33
0
20 Sep 2023
ECEA: Extensible Co-Existing Attention for Few-Shot Object Detection
IEEE Transactions on Image Processing (IEEE TIP), 2023
Zhimeng Xin
Tianxu Wu
Shiming Chen
Yixiong Zou
Ling Shao
Xinge You
212
18
0
15 Sep 2023
Masked Cross-image Encoding for Few-shot Segmentation
IEEE International Conference on Multimedia and Expo (ICME), 2023
Wenbo Xu
Huaxi Huang
Mingg-Ming Cheng
Litao Yu
Qiang Wu
Jian Zhang
305
9
0
22 Aug 2023
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond
IEEE transactions on multimedia (IEEE TMM), 2023
Chen Shuai
Meng Fanman
Runtong Zhang
Heqian Qiu
Hongliang Li
Wu Qingbo
Xu Linfeng
VLM
248
36
0
15 Aug 2023
Dense Affinity Matching for Few-Shot Segmentation
Neurocomputing (Neurocomputing), 2023
Hao Chen
Yonghan Dong
Zhe-Ming Lu
YunLong Yu
Yingming Li
Jungong Han
Zhongfei Zhang
240
15
0
17 Jul 2023
Holistic Prototype Attention Network for Few-Shot VOS
Yin Tang
Tao Chen
XiRuo Jiang
Yazhou Yao
G. Xie
Hengtao Shen
VOS
216
2
0
16 Jul 2023
Multi-Modal Prototypes for Open-World Semantic Segmentation
International Journal of Computer Vision (IJCV), 2023
Yu-Hao Yang
Chaofan Ma
Chen Ju
Fei Zhang
Jiangchao Yao
Ya Zhang
Yanfeng Wang
VLM
441
20
0
05 Jul 2023
Exploring Open-Vocabulary Semantic Segmentation without Human Labels
Jun Chen
Deyao Zhu
Guocheng Qian
Guohao Li
Zhicheng Yan
Chenchen Zhu
Fanyi Xiao
Mohamed Elhoseiny
Sean Culatana
VLM
262
12
0
01 Jun 2023
Prototype Adaption and Projection for Few- and Zero-shot 3D Point Cloud Semantic Segmentation
IEEE Transactions on Image Processing (IEEE TIP), 2023
Shuting He
Xudong Jiang
Wei Jiang
Henghui Ding
3DPC
372
72
0
23 May 2023
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation
Computer Vision and Pattern Recognition (CVPR), 2023
Yong Yang
Qiong Chen
Yuan Feng
Tianlin Huang
219
66
0
23 May 2023
Semantic-Promoted Debiasing and Background Disambiguation for Zero-Shot Instance Segmentation
Computer Vision and Pattern Recognition (CVPR), 2023
Shuting He
Henghui Ding
Wei Jiang
ISeg
368
26
0
22 May 2023
Instance-level Few-shot Learning with Class Hierarchy Mining
IEEE Transactions on Image Processing (IEEE TIP), 2023
Anh-Khoa Nguyen Vu
Thanh-Toan Do
Nhat-Duy Nguyen
Vinh-Tiep Nguyen
T. Ngo
Tam V. Nguyen
293
17
0
15 Apr 2023
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