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Neural Nearest Neighbors Networks

Neural Nearest Neighbors Networks

30 October 2018
Tobias Plötz
Stefan Roth
ArXiv (abs)PDFHTML

Papers citing "Neural Nearest Neighbors Networks"

50 / 126 papers shown
Title
E$^3$-Pruner: Towards Efficient, Economical, and Effective Layer Pruning for Large Language Models
E3^33-Pruner: Towards Efficient, Economical, and Effective Layer Pruning for Large Language Models
Tao Yuan
Haoli Bai
Yinfei Pan
Xuyang Cao
Tianyu Zhang
Lu Hou
Ting Hu
Xianzhi Yu
VLM
139
0
0
21 Nov 2025
Attention Via Convolutional Nearest Neighbors
Attention Via Convolutional Nearest Neighbors
Mingi Kang
Jeová Farias Sales Rocha Neto
133
0
0
18 Nov 2025
Separating Knowledge and Perception with Procedural Data
Separating Knowledge and Perception with Procedural Data
Adrian Rodriguez-Munoz
Manel Baradad
Phillip Isola
Antonio Torralba
VLMOCL
189
0
0
12 Aug 2025
Speckle2Self: Self-Supervised Ultrasound Speckle Reduction Without Clean Data
Speckle2Self: Self-Supervised Ultrasound Speckle Reduction Without Clean Data
Xuesong Li
Nassir Navab
Zhongliang Jiang
193
0
0
09 Jul 2025
SoftStep: Learning Sparse Similarity Powers Deep Neighbor-Based Regression
Aviad Susman
Mayte Suárez-Fariñas
Joseph T Colonel
Joseph T Colonel
122
0
0
09 Jun 2025
Learning to Merge Tokens via Decoupled Embedding for Efficient Vision
  Transformers
Learning to Merge Tokens via Decoupled Embedding for Efficient Vision TransformersNeural Information Processing Systems (NeurIPS), 2024
Dong Hoon Lee
Seunghoon Hong
154
9
0
13 Dec 2024
Towards flexible perception with visual memory
Towards flexible perception with visual memory
Robert Geirhos
P. Jaini
Austin Stone
Sourabh Medapati
Xi Yi
G. Toderici
Abhijit Ogale
Jonathon Shlens
329
2
0
15 Aug 2024
Fast, nonlocal and neural: a lightweight high quality solution to image
  denoising
Fast, nonlocal and neural: a lightweight high quality solution to image denoising
Yu Guo
Axel Davy
Gabriele Facciolo
Jean-Michel Morel
Qiyu Jin
112
19
0
06 Mar 2024
On normalization-equivariance properties of supervised and unsupervised
  denoising methods: a survey
On normalization-equivariance properties of supervised and unsupervised denoising methods: a survey
Sébastien Herbreteau
Charles Kervrann
OOD
188
0
0
23 Feb 2024
k* Distribution: Evaluating the Latent Space of Deep Neural Networks
  using Local Neighborhood Analysis
k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysis
Shashank Kotyan
Tatsuya Ueda
Danilo Vasconcellos Vargas
254
4
0
07 Dec 2023
Keep It SimPool: Who Said Supervised Transformers Suffer from Attention
  Deficit?
Keep It SimPool: Who Said Supervised Transformers Suffer from Attention Deficit?IEEE International Conference on Computer Vision (ICCV), 2023
Bill Psomas
Ioannis Kakogeorgiou
Konstantinos Karantzalos
Yannis Avrithis
ViT
180
14
0
13 Sep 2023
Self2Self+: Single-Image Denoising with Self-Supervised Learning and
  Image Quality Assessment Loss
Self2Self+: Single-Image Denoising with Self-Supervised Learning and Image Quality Assessment Loss
Jaekyun Ko
Sang-Hoon Lee
66
5
0
20 Jul 2023
Beam Tree Recursive Cells
Beam Tree Recursive CellsInternational Conference on Machine Learning (ICML), 2023
Jishnu Ray Chowdhury
Cornelia Caragea
345
6
0
31 May 2023
NODE-ImgNet: a PDE-informed effective and robust model for image
  denoising
NODE-ImgNet: a PDE-informed effective and robust model for image denoisingPattern Recognition (Pattern Recogn.), 2023
Xinheng Xie
Yue-bo Wu
Hao Ni
Cuiyu He
95
17
0
18 May 2023
KBNet: Kernel Basis Network for Image Restoration
KBNet: Kernel Basis Network for Image Restoration
Yuanhang Zhang
Dasong Li
Xiaoyu Shi
Dailan He
Kangning Song
Xiaogang Wang
Hongwei Qin
Jiaming Song
239
75
0
06 Mar 2023
Learning to Scale Temperature in Masked Self-Attention for Image
  Inpainting
Learning to Scale Temperature in Masked Self-Attention for Image Inpainting
Xiang Zhou
Yuan Zeng
Yi Gong
145
3
0
13 Feb 2023
Image Denoising: The Deep Learning Revolution and Beyond -- A Survey
  Paper --
Image Denoising: The Deep Learning Revolution and Beyond -- A Survey Paper --SIAM Journal of Imaging Sciences (JSIS), 2023
Michael Elad
Bahjat Kawar
Gregory Vaksman
186
120
0
09 Jan 2023
Neural Architecture for Online Ensemble Continual Learning
Neural Architecture for Online Ensemble Continual Learning
Mateusz Wójcik
Witold Ko'sciukiewicz
Tomasz Kajdanowicz
Adam Gonczarek
CLL
198
1
0
27 Nov 2022
A Memory Transformer Network for Incremental Learning
A Memory Transformer Network for Incremental LearningBritish Machine Vision Conference (BMVC), 2022
Ahmet Iscen
Thomas Bird
Mathilde Caron
Alireza Fathi
Cordelia Schmid
CLL
209
15
0
10 Oct 2022
Differentiable Mathematical Programming for Object-Centric
  Representation Learning
Differentiable Mathematical Programming for Object-Centric Representation LearningInternational Conference on Learning Representations (ICLR), 2022
Adeel Pervez
Phillip Lippe
E. Gavves
OCL
217
5
0
05 Oct 2022
SIMPLE: A Gradient Estimator for $k$-Subset Sampling
SIMPLE: A Gradient Estimator for kkk-Subset SamplingInternational Conference on Learning Representations (ICLR), 2022
Kareem Ahmed
Zhe Zeng
Mathias Niepert
Karen Ullrich
BDL
288
30
0
04 Oct 2022
WGICP: Differentiable Weighted GICP-Based Lidar Odometry
WGICP: Differentiable Weighted GICP-Based Lidar Odometry
Sanghyun Son
Jing Liang
Ming Lin
Tianyi Zhou
3DPC
161
2
0
20 Sep 2022
ELMformer: Efficient Raw Image Restoration with a Locally Multiplicative
  Transformer
ELMformer: Efficient Raw Image Restoration with a Locally Multiplicative TransformerACM Multimedia (ACM MM), 2022
Jiaqi Ma
Shengyuan Yan
Guang Dai
Guoli Wang
Qian Zhang
130
10
0
31 Aug 2022
Feature Learning for Nonlinear Dimensionality Reduction toward Maximal
  Extraction of Hidden Patterns
Feature Learning for Nonlinear Dimensionality Reduction toward Maximal Extraction of Hidden PatternsIEEE Pacific Visualization Symposium (PacificVis), 2022
Takanori Fujiwara
Yun-Hsin Kuo
Anders Ynnerman
K. Ma
190
10
0
28 Jun 2022
FINGER: Fast Inference for Graph-based Approximate Nearest Neighbor
  Search
FINGER: Fast Inference for Graph-based Approximate Nearest Neighbor SearchThe Web Conference (WWW), 2022
Patrick H. Chen
Wei-Cheng Chang
Hsiang-Fu Yu
Inderjit S. Dhillon
Cho-Jui Hsieh
89
29
0
22 Jun 2022
Robust Deep Ensemble Method for Real-world Image Denoising
Robust Deep Ensemble Method for Real-world Image DenoisingNeurocomputing (Neurocomputing), 2022
Pengju Liu
Hongzhi Zhang
Jinghui Wang
Yuzhi Wang
Dongwei Ren
W. Zuo
158
12
0
08 Jun 2022
Dense residual Transformer for image denoising
Dense residual Transformer for image denoising
Chao Yao
Shuo Jin
Meiqin Liu
Xiaojuan Ban
ViT
140
35
0
14 May 2022
Self-supervision versus synthetic datasets: which is the lesser evil in
  the context of video denoising?
Self-supervision versus synthetic datasets: which is the lesser evil in the context of video denoising?
Valéry Dewil
Aranud Barral
Gabriele Facciolo
Pablo Arias
141
6
0
25 Apr 2022
Learning Enriched Features for Fast Image Restoration and Enhancement
Learning Enriched Features for Fast Image Restoration and EnhancementIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Syed Waqas Zamir
Aditya Arora
Salman Khan
Munawar Hayat
Fahad Shahbaz Khan
Ming-Hsuan Yang
Ling Shao
SupR
168
520
0
19 Apr 2022
Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis
Practical Blind Image Denoising via Swin-Conv-UNet and Data SynthesisMachine Intelligence Research (MIR), 2022
Lucas Beerens
Yawei Li
Christos Sakaridis
Jingyun Liang
Yulun Zhang
Hao Tang
Deng-Ping Fan
Radu Timofte
Luc Van Gool
OOD
279
173
0
24 Mar 2022
Calibration of Machine Reading Systems at Scale
Calibration of Machine Reading Systems at ScaleFindings (Findings), 2022
Shehzaad Dhuliawala
Leonard Adolphs
Rajarshi Das
Mrinmaya Sachan
255
12
0
20 Mar 2022
A Differentiable Two-stage Alignment Scheme for Burst Image
  Reconstruction with Large Shift
A Differentiable Two-stage Alignment Scheme for Burst Image Reconstruction with Large ShiftComputer Vision and Pattern Recognition (CVPR), 2022
Shi Guo
Xi Yang
Jianqi Ma
Gaofeng Ren
Lei Zhang
176
15
0
17 Mar 2022
Multi-Scale Adaptive Network for Single Image Denoising
Multi-Scale Adaptive Network for Single Image DenoisingNeural Information Processing Systems (NeurIPS), 2022
Yuanbiao Gou
Peng Hu
Jiancheng Lv
Qiufeng Wang
Xiaocui Peng
196
38
0
08 Mar 2022
Patch-Based Stochastic Attention for Image Editing
Patch-Based Stochastic Attention for Image EditingComputer Vision and Image Understanding (CVIU), 2022
Nicolas Cherel
Andrés Almansa
Y. Gousseau
A. Newson
203
8
0
07 Feb 2022
FN-Net:Remove the Outliers by Filtering the Noise
FN-Net:Remove the Outliers by Filtering the Noise
Kai Lv
110
1
0
23 Jan 2022
Enhancing Low-Light Images in Real World via Cross-Image Disentanglement
Enhancing Low-Light Images in Real World via Cross-Image Disentanglement
Lanqing Guo
Renjie Wan
Wenhan Yang
Alex C. Kot
Bihan Wen
141
6
0
10 Jan 2022
DetarNet: Decoupling Translation and Rotation by Siamese Network for
  Point Cloud Registration
DetarNet: Decoupling Translation and Rotation by Siamese Network for Point Cloud RegistrationAAAI Conference on Artificial Intelligence (AAAI), 2021
Zhi Chen
Fan Yang
Wenbing Tao
ViT3DPC
157
30
0
28 Dec 2021
Rethinking Nearest Neighbors for Visual Classification
Rethinking Nearest Neighbors for Visual Classification
Menglin Jia
Bor-Chun Chen
Zuxuan Wu
Claire Cardie
Serge Belongie
Ser-Nam Lim
SSL
140
11
0
15 Dec 2021
FINO: Flow-based Joint Image and Noise Model
FINO: Flow-based Joint Image and Noise Model
Lanqing Guo
Siyu Huang
Haosen Liu
Bihan Wen
111
5
0
11 Nov 2021
DeepBBS: Deep Best Buddies for Point Cloud Registration
DeepBBS: Deep Best Buddies for Point Cloud Registration
Itan Hezroni
Amnon Drory
Raja Giryes
S. Avidan
3DPC
243
20
0
06 Oct 2021
Dynamic Attentive Graph Learning for Image Restoration
Dynamic Attentive Graph Learning for Image Restoration
Chong Mou
Jian Zhang
Zhuoyuan Wu
DiffM
200
97
0
14 Sep 2021
View Blind-spot as Inpainting: Self-Supervised Denoising with Mask
  Guided Residual Convolution
View Blind-spot as Inpainting: Self-Supervised Denoising with Mask Guided Residual Convolution
Yuhongze Zhou
Liguang Zhou
Tin Lun Lam
Yangsheng Xu
SSL
203
2
0
10 Sep 2021
ReconfigISP: Reconfigurable Camera Image Processing Pipeline
ReconfigISP: Reconfigurable Camera Image Processing PipelineIEEE International Conference on Computer Vision (ICCV), 2021
K. Yu
Zexian Li
Yue Peng
Chen Change Loy
Jinwei Gu
129
38
0
10 Sep 2021
Dead Pixel Test Using Effective Receptive Field
Dead Pixel Test Using Effective Receptive FieldPattern Recognition Letters (PR), 2021
Bum Jun Kim
Hyeyeon Choi
Hyeonah Jang
Dong Gu Lee
Wonseok Jeong
Sang Woo Kim
113
31
0
31 Aug 2021
Rethinking Deep Image Prior for Denoising
Rethinking Deep Image Prior for DenoisingIEEE International Conference on Computer Vision (ICCV), 2021
Yeonsik Jo
S. Chun
Jonghyun Choi
AI4CE
130
61
0
29 Aug 2021
Towards Self-Explainable Graph Neural Network
Towards Self-Explainable Graph Neural NetworkInternational Conference on Information and Knowledge Management (CIKM), 2021
Enyan Dai
Suhang Wang
221
99
0
26 Aug 2021
SwinIR: Image Restoration Using Swin Transformer
SwinIR: Image Restoration Using Swin Transformer
Christos Sakaridis
Jie Cao
Guolei Sun
Lucas Beerens
Luc Van Gool
Radu Timofte
ViT
424
3,869
0
23 Aug 2021
Differentiable Subset Pruning of Transformer Heads
Differentiable Subset Pruning of Transformer HeadsTransactions of the Association for Computational Linguistics (TACL), 2021
Jiaoda Li
Robert Bamler
Mrinmaya Sachan
270
62
0
10 Aug 2021
WSDesc: Weakly Supervised 3D Local Descriptor Learning for Point Cloud
  Registration
WSDesc: Weakly Supervised 3D Local Descriptor Learning for Point Cloud RegistrationIEEE Transactions on Visualization and Computer Graphics (TVCG), 2021
Lei Li
Hongbo Fu
M. Ovsjanikov
3DPC
203
29
0
05 Aug 2021
DCT2net: an interpretable shallow CNN for image denoising
DCT2net: an interpretable shallow CNN for image denoisingIEEE Transactions on Image Processing (TIP), 2021
Sébastien Herbreteau
Charles Kervrann
76
27
0
31 Jul 2021
123
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