Siamese Network

A Siamese Network consists of twin networks which accept distinct inputs but are joined by an energy function at the top. This function computes a metric between the highest level feature representation on each side. The parameters between the twin networks are tied. Weight tying guarantees that two extremely similar images are not mapped by each network to very different locations in feature space because each network computes the same function. The network is symmetric, so that whenever we present two distinct images to the twin networks, the top conjoining layer will compute the same metric as if we were to we present the same two images but to the opposite twins.

Intuitively instead of trying to classify inputs, a siamese network learns to differentiate between inputs, learning their similarity. The loss function used is usually a form of contrastive loss.

Source: Koch et al

Latest Papers

PAPER DATE
Relative Attribute Classification with Deep Rank SVM
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Hrithwik ShaluHarikrishnan PAkash DasMegdut MandalHarshavardhan M SaliJuned Kadiwala
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Hard Negative Samples Emphasis Tracker without Anchors
Zhongzhou ZhangLei Zhang
2020-08-08
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| Jinpeng WangYiqi LinAndy J. Ma
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Weihao YuanMichael Yu WangQifeng Chen
2020-08-03
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Siyuan LiangXingxing WeiSiyuan YaoXiaochun Cao
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DH3D: Deep Hierarchical 3D Descriptors for Robust Large-Scale 6DoF Relocalization
Juan DuRui WangDaniel Cremers
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Deep Learning-based Online Alternative Product Recommendations at Scale
Mingming GuoNian YanXiquan CuiSan He WuUnaiza AhsanRebecca WestKhalifeh Al Jadda
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AutoEmbedder: A semi-supervised DNN embedding system for clustering
| Abu Quwsar OhiM. F. MridhaFarisa Benta SafirMd. Abdul HamidMuhammad Mostafa Monowar
2020-07-01
DeepACC:Automate Chromosome Classification based on Metaphase Images using Deep Learning Framework Fused with Prior Knowledge
Chunlong LuoTianqi YuYufan LuoManqing WangFuhai YuYinhao LiChan TianJie QiaoLi Xiao
2020-06-28
Leveraging Siamese Networks for One-Shot Intrusion Detection Model
Hanan HindyChristos TachtatzisRobert AtkinsonDavid BrossetMiroslav BuresIvan AndonovicCraig MichieXavier Bellekens
2020-06-27
Exemplar Loss for Siamese Network in Visual Tracking
Shuo ChangYiFan ZhangSai HuangYuanyuan YaoZhiyong Feng
2020-06-20
Accurate Anchor Free Tracking
Shengyun PengYunxuan YuKun WangLei He
2020-06-13
Unique Faces Recognition in Videos
Jiahao HuoTerence L van Zyl
2020-06-10
A Siamese Neural Network with Modified Distance Loss For Transfer Learning in Speech Emotion Recognition
Kexin FengTheodora Chaspari
2020-06-04
Bi-Directional Interaction Network for Person Search
Wenkai Dong Zhaoxiang Zhang Chunfeng Song Tieniu Tan
2020-06-01
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Fei Du Peng Liu Wei Zhao Xianglong Tang
2020-06-01
Improve Document Embedding for Text Categorization Through Deep Siamese Neural Network
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2020-05-31
Deep Fusion Siamese Network for Automatic Kinship Verification
Jun YuMengyan LiXinlong HaoGuochen Xie
2020-05-30
Retrieval of Family Members Using Siamese Neural Network
Jun YuGuochen XieMengyan LiXinlong Hao
2020-05-30
Revisiting Street-to-Aerial View Image Geo-localization and Orientation Estimation
Sijie ZhuTaojiannan YangChen Chen
2020-05-23
Towards Cover Song Detection with Siamese Convolutional Neural Networks
Marko Stamenovic
2020-05-20
One-Shot Recognition of Manufacturing Defects in Steel Surfaces
| Aditya M. DeshpandeAli A. MinaiManish Kumar
2020-05-12
Combining Deep Learning with Geometric Features for Image based Localization in the Gastrointestinal Tract
Jingwei SongMitesh PatelAndreas GirgensohnChelhwon Kim
2020-05-11
Deep Learning based Person Re-identification
Nirbhay Kumar TagoreAyushman SinghSumanth ManchePratik Chattopadhyay
2020-05-07
Towards Few-Shot Event Mention Retrieval: An Evaluation Framework and A Siamese Network Approach
Bonan MinYee Seng ChanLingjun Zhao
2020-05-01
Dense Registration and Mosaicking of Fingerprints by Training an End-to-End Network
Zhe CuiJianjiang FengJie Zhou
2020-04-13
Evaluating Multimodal Representations on Visual Semantic Textual Similarity
| Oier Lopez de LacalleAnder SalaberriaAitor SoroaGorka AzkuneEneko Agirre
2020-04-04
CAZSL: Zero-Shot Regression for Pushing Models by Generalizing Through Context
Wenyu ZhangSkyler SetoDevesh K. Jha
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SiamSNN: Spike-based Siamese Network for Energy-Efficient and Real-time Object Tracking
| Yihao LuoMin XuCaihong YuanXiang CaoYan XuTianjiang WangQi Feng
2020-03-17
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Trisha MittalUttaran BhattacharyaRohan ChandraAniket BeraDinesh Manocha
2020-03-14
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Mégane MillanCatherine Achard
2020-02-27
siaNMS: Non-Maximum Suppression with Siamese Networks for Multi-Camera 3D Object Detection
Irene CortesJorge BeltranArturo de la EscaleraFernando Garcia
2020-02-19
Learning Similarity Metrics for Numerical Simulations
Georg KohlKiwon UmNils Thuerey
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George EkladiousHugo LemoineEric GrangerKaveh KamaliSalim Moudache
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Angfan ZhuJiaqi YangWeiyue ZhaoZhiguo Cao
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See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks
| Xiankai LuWenguan WangChao MaJianbing ShenLing ShaoFatih Porikli
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Stacked Adversarial Network for Zero-Shot Sketch based Image Retrieval
Anubha PandeyAshish MishraVinay Kumar VermaAnurag MittalHema A. Murthy
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Rahman SanyaGilbert MaigaErnest Mwebaze
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Unsupervised Change Detection in Multi-temporal VHR Images Based on Deep Kernel PCA Convolutional Mapping Network
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2019-11-28
Hybrid Style Siamese Network: Incorporating style loss in complementary apparels retrieval
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2019-11-23
Furnishing Your Room by What You See: An End-to-End Furniture Set Retrieval Framework with Rich Annotated Benchmark Dataset
Bingyuan LiuJiantao ZhangXiaoting ZhangWei ZhangChuanhui YuYuan Zhou
2019-11-21
SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking
Dongyan GuoJun WangYing CuiZhenhua WangShengyong Chen
2019-11-17
PoshakNet: Framework for matching dresses from real-life photos using GAN and Siamese Network
Abhigyan KhaundDaksh ThaparAditya Nigam
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Improving Answer Selection and Answer Triggering using Hard Negatives
Sawan KumarShweta GargKartik MehtaNikhil Rasiwasia
2019-11-01
Cross-Domain Face Synthesis using a Controllable GAN
Fania MokhayeriKaveh KamaliEric Granger
2019-10-31
Explainable Authorship Verification in Social Media via Attention-based Similarity Learning
| Benedikt BoenninghoffSteffen HesslerDorothea KolossaRobert M. Nickel
2019-10-17
GetNet: Get Target Area for Image Pairing
Henry H. YuJiang LiuHao SunZiwen WangHaotian Zhang
2019-10-08
MelGAN-VC: Voice Conversion and Audio Style Transfer on arbitrarily long samples using Spectrograms
| Marco Pasini
2019-10-08
Occlusion Robust Face Recognition Based on Mask Learning With Pairwise Differential Siamese Network
Lingxue Song Dihong Gong Zhifeng Li Changsong Liu Wei Liu
2019-10-01
Siamese Networks: The Tale of Two Manifolds
Soumava Kumar Roy Mehrtash Harandi Richard Nock Richard Hartley
2019-10-01
Seeing Motion in the Dark
| Chen Chen Qifeng Chen Minh N. Do Vladlen Koltun
2019-10-01
Semantics-Enhanced Adversarial Nets for Text-to-Image Synthesis
Hongchen Tan Xiuping Liu Xin Li Yi Zhang Baocai Yin
2019-10-01
GradNet: Gradient-Guided Network for Visual Object Tracking
| Peixia LiBoyu ChenWanli OuyangDong WangXiaoyun YangHuchuan Lu
2019-09-15
3DSiameseNet to Analyze Brain MRI
Cecilia OstertagMarie Beurton-AimarThierry Urruty
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Employ Multimodal Machine Learning for Content quality analysis
Eric DuXiaoyong Li
2019-09-01
Occlusion Robust Face Recognition Based on Mask Learning with PairwiseDifferential Siamese Network
Lingxue SongDihong GongZhifeng LiChangsong LiuWei Liu
2019-08-17
Prediction and Description of Near-Future Activities in Video
Tahmida MahmudMohammad BillahMahmudul HasanAmit K. Roy-Chowdhury
2019-08-02
MVB: A Large-Scale Dataset for Baggage Re-Identification and Merged Siamese Networks
| Zhulin ZhangDong LiJinhua WuYunda SunLi Zhang
2019-07-26
Teacher-Students Knowledge Distillation for Siamese Trackers
Yuanpei LiuXingping DongXiankai LuFahad Shahbaz KhanJianbing ShenSteven Hoi
2019-07-24
A Strong Feature Representation for Siamese Network Tracker
| Zhipeng ZhouRui ZhangDong Yin
2019-07-18
UnsuperPoint: End-to-end Unsupervised Interest Point Detector and Descriptor
| Peter Hviid ChristiansenMikkel Fly KraghYury BrodskiyHenrik Karstoft
2019-07-09
Online Multiple Pedestrian Tracking using Deep Temporal Appearance Matching Association
Young-Chul YoonDu Yong KimKwangjin YoonYoung-min SongMoongu Jeon
2019-07-01
Unraveling Antonym's Word Vectors through a Siamese-like Network
Mathias EtcheverryDina Wonsever
2019-07-01
Audio-Visual Kinship Verification
Xiaoting WuEric GrangerXiaoyi Feng
2019-06-24
Mixup of Feature Maps in a Hidden Layer for Training of Convolutional Neural Network
Hideki OkiTakio Kurita
2019-06-24
Learning Relational Representations by Analogy using Hierarchical Siamese Networks
Gaetano RossielloAlfio GliozzoRobert FarrellNicolas FaucegliaMichael Glass
2019-06-01
Learning Cascaded Siamese Networks for High Performance Visual Tracking
Peng GaoYipeng MaRuyue YuanLiyi XiaoFei Wang
2019-05-08
Learning fashion compatibility across apparel categories for outfit recommendation
Luisa F. PolaniaSatyajit Gupte
2019-05-01
Aligning Open IE Relations and KB Relations using a Siamese Network Based on Word Embedding
Rifki Afina PutriGiwon HongSung-Hyon Myaeng
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Comparison Network for One-Shot Conditional Object Detection
Tengfei ZhangYue ZhangXian SunHao SunMenglong YanXue YangKun Fu
2019-04-04
OSVNet: Convolutional Siamese Network for Writer Independent Online Signature Verification
Chandra SekharPrerana MukherjeeDevanur S GuruViswanath Pulabaigari
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SE2Net: Siamese Edge-Enhancement Network for Salient Object Detection
Sanping ZhouJimuyang ZhangJinjun WangFei WangDong Huang
2019-03-29
Efficient Bird Eye View Proposals for 3D Siamese Tracking
Jesus ZarzarSilvio GiancolaBernard Ghanem
2019-03-25
Face Liveness Detection Based on Client Identity Using Siamese Network
Huiling HaoMingtao Pei
2019-03-13
Two-Stream Action Recognition-Oriented Video Super-Resolution
Haochen ZhangDong LiuZhiwei Xiong
2019-03-13
Self-Supervised Learning of Face Representations for Video Face Clustering
| Vivek SharmaMakarand TapaswiM. Saquib SarfrazRainer Stiefelhagen
2019-03-03
TraVeLGAN: Image-to-image Translation by Transformation Vector Learning
| Matthew AmodioSmita Krishnaswamy
2019-02-25
Siamese Networks with Location Prior for Landmark Tracking in Liver Ultrasound Sequences
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PVSNet: Palm Vein Authentication Siamese Network Trained using Triplet Loss and Adaptive Hard Mining by Learning Enforced Domain Specific Features
Daksh ThaparGaurav JaswalAditya NigamVivek Kanhangad
2018-12-15
Inferring Concept Prerequisite Relations from Online Educational Resources
| Sudeshna RoyMeghana MadhyasthaSheril LawrenceVaibhav Rajan
2018-11-30
Weakly Supervised Silhouette-based Semantic Scene Change Detection
| Ken SakuradaMikiya ShibuyaWeimin Wang
2018-11-29
Instance-level Sketch-based Retrieval by Deep Triplet Classification Siamese Network
Peng LuHangyu LinYanwei FuShaogang GongYu-Gang JiangXiangyang Xue
2018-11-28
A Coarse-to-fine Deep Convolutional Neural Network Framework for Frame Duplication Detection and Localization in Forged Videos
Chengjiang LongArslan BasharatAnthony Hoogs
2018-11-27
Sports Camera Calibration via Synthetic Data
| Jianhui ChenJames J. Little
2018-10-25
Temporal Action Detection by Joint Identification-Verification
Wen WangYongjian WuHaijun LiuShiguang WangJian Cheng
2018-10-19
Visual Object Tracking based on Adaptive Siamese and Motion Estimation Network
Hossein KashianiShahriar B. Shokouhi
2018-09-29
Learning a Local Feature Descriptor for 3D LiDAR Scans
Ayush DewanTim CaselitzWolfram Burgard
2018-09-20
Towards a Better Match in Siamese Network Based Visual Object Tracker
| Anfeng HeChong LuoXinmei TianWenjun Zeng
2018-09-05
Triplet Loss in Siamese Network for Object Tracking
| Xingping DongJianbing Shen
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Incorporating Scalability in Unsupervised Spatio-Temporal Feature Learning
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StereoNet: Guided Hierarchical Refinement for Real-Time Edge-Aware Depth Prediction
| Sameh KhamisSean FanelloChristoph RhemannAdarsh KowdleJulien ValentinShahram Izadi
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Mammography Dual View Mass Correspondence
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UniMelb at SemEval-2018 Task 12: Generative Implication using LSTMs, Siamese Networks and Semantic Representations with Synonym Fuzzing
Anirudh JoshiTim BaldwinRichard O. SinnottCecile Paris
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Learning Attentions: Residual Attentional Siamese Network for High Performance Online Visual Tracking
| Qiang WangZhu TengJunliang XingJin GaoWeiming HuStephen Maybank
2018-06-01
SINT++: Robust Visual Tracking via Adversarial Positive Instance Generation
Xiao WangChenglong LiBin LuoJin Tang
2018-06-01
Online Multi-Object Tracking with Historical Appearance Matching and Scene Adaptive Detection Filtering
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Siamese networks for generating adversarial examples
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Sampling strategies in Siamese Networks for unsupervised speech representation learning
| Rachid RiadCorentin DancetteJulien KaradayiNeil ZeghidourThomas SchatzEmmanuel Dupoux
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Improving Native Ads CTR Prediction by Large Scale Event Embedding and Recurrent Networks
Mehul ParsanaKrishna PoolaYajun WangZhiguang Wang
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Contrastive Learning of Emoji-based Representations for Resource-Poor Languages
Nurendra ChoudharyRajat SinghIshita BindlishManish Shrivastava
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Emotions are Universal: Learning Sentiment Based Representations of Resource-Poor Languages using Siamese Networks
Nurendra ChoudharyRajat SinghIshita BindlishManish Shrivastava
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Iterative Learning with Open-set Noisy Labels
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Convolutional Neural Networks and Language Embeddings for End-to-End Dialect Recognition
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Depth-Adaptive Computational Policies for Efficient Visual Tracking
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Siamese Neural Networks for One-shot detection of Railway Track Switches
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Hierarchical Spatial-aware Siamese Network for Thermal Infrared Object Tracking
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Feature Map Pooling for Cross-View Gait Recognition Based on Silhouette Sequence Images
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Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification
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Understanding and Predicting The Attractiveness of Human Action Shot
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