原创 Graph Isomorphism Network
Paper : GRAPH ISOMORPHISM NETWORK Code : 摘要 作者使用Weisfeiler-Lehman(WL) test 和同構圖判定問題來評估GNN網絡的表達能力，並提出了GIN網絡結構，理論分析
2020-07-04 08:09:37
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原创 GAT
Paper : Graph Attention Networks Code : 摘要 注意力機制的核心在於對給定信息進行權重分配，只關注最相關的輸入來進行決策。當注意力機制用來生成一個序列的表示時，也被稱作是自注意力機制。注意
2020-07-04 08:09:37
原创 EigenPool
Paper : Graph Convolutional Networks with EigenPooling Code : 摘要 作者提出了EigenPool用來進行圖的層次性池化操作，相比於DIFFPOOL，EigenPoo
2020-07-04 08:09:37
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原创 DiffPool
Paper : Hierarchical Graph Representation Learning with Differentiable Pooling Code : 摘要 對於Graph Classification 任
2020-07-04 08:09:37
原创 Strategies For Pre-Training Graph Neural Networks
Paper : STRATEGIES FOR PRE-TRAINING GRAPH NEURAL NETWORKS Code : official 摘要 作者解決的問題是如何預訓練一個GNN網絡，保證預訓練的結果在具體數據集中
2020-07-04 08:09:37
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原创 SiamRPN++
Paper : SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks Code : official 摘要 作者研究的核心是如何將網絡深
2020-06-29 12:34:21
原创 Siam Mask
Paper : Fast Online Object Tracking and Segmentation: A Unifying Approach Code : official 摘要 作者提出了SiamMask 的結構，可以
2020-06-29 12:34:21
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原创 DaSiamRPN
Paper : Distractor-aware Siamese Networks for Visual Object Tracking Code : official 摘要 作者在做完SiamRPN之後，發現雖然跟蹤的框已經
2020-06-26 07:18:15
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原创 Siamese RPN
Paper : High Performance Visual Tracking with Siamese Region Proposal Network Code : unofficial 摘要 之前在閱讀SiamFC的時候
2020-06-24 16:30:30
原创 Visual Object Tracking using Adaptive Correlation Filters
Paper : Visual Object Tracking using Adaptive Correlation Filters Code : 摘要 視覺跟蹤任務需要在一幀的畫面上訓練魯棒的濾波器，並隨着目標對象的形變動態適
2020-06-24 16:30:30
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原创 CFNet
Paper : End-to-end representation learning for Correlation Filter based tracking Code : official 摘要 本文的主要貢獻在於將相關濾
2020-06-24 16:30:30
原创 Signature Verification using a Siamese Time Delay Neural Network
Paper : Signature Verification using a “Siamese” Time Delay Neural Network Code : 摘要 LeCun在“Signature Verificat
2020-06-22 18:10:57
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原创 Learning to Compare Image Patches via Convolutional Neural Networks
Paper : Learning to Compare Image Patches via Convolutional Neural Networks Code : 摘要 個人認爲，本文在孿生神經網絡上沒什麼改進點，值得閱讀的
2020-06-22 18:10:57
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原创 Learning a Similarity Metric Discriminatively with Application to Face Verification
Paper : Learning a Similarity Metric Discriminatively, with Application to Face Verification Code : 摘要 Yann LeCun
2020-06-22 18:10:57
原创 Efficient Graph-Based Image Segmentation
Paper : Efficient Graph-Based Image Segmentation Code : 摘要 Efficient Graph-Based Image Segmentation 一文是將圖片看作是圖論中的圖進
2020-06-16 16:15:31
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