Advent Calendar 2018 / Organization

2018年に読んだ機械学習系論文・技術まとめ at Wantedly Advent Calendar 2018

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Category：Organization

Wantedly, Inc.

「シゴトでココロオドル」ためのビジネスSNS「Wantedly」の開発・運営をしています。

Wantedlyの中の人が2018年に読んだ論文・技術を12月にまとめようと思いました。
純粋な機械学習の論文から、各社が取り組んでいる技術記事など、社内の勉強会で共有されたものをPickupします。

機械学習一般
推薦技術
画像処理
巨大企業の機械学習への取り組み
ライブラリ・フレームワーク

※) 記事は全て参加者個人の見解です。会社・組織を代表するものではありません。

Sunday	Monday	Tuesday	Wednesday	Thursday	Friday	Saturday
25	26	27	28	29	30	@tan-z-tan 【論文まとめ】DropBlockについて Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
	@agatan [論文紹介] Focal Loss for Dense Object Detection Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@reikubonaga 2018年、推薦検索周りの記事や論文のまとめ Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan 【論文紹介】 FaceNet: 画像のベクトル化と「近さ」の定義 Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use		@agatan 簡単な問題は省エネで解き、難しい問題には全力を出すネットワーク: Multi-Scale Dense Networks Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@south37 AWS re:Invent 2018 で発表された機械学習関連サービスまとめ Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
	@agatan Object 間の関係を使って後処理 0 の物体検出を実現する: Relation Networks for Object Detection Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@agatan 【論文読み】Semi-convolutional Operators for Instance Segmentation Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan SimGAN: 機械学習の学習データが無いときに生成データをリアルっぽく加工して見せると精度が上がる話 Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@agatan ILSVRC 2017 画像分類 Top の手法 Squeeze-and-Excitation Networks Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@agatan 【論文読み】 Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@agatan 【論文紹介】Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan Document Image Classification with Intra-Domain Transfer Learning and Stacked Generalization of Deep Convolutional Neural Networks Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan 「タスクの転移しやすさ」でタスクを分類する「Taskonomy: Disentangling Task Transfer Learning」 Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@agatan DKN: Deep Knowledge-Aware Network for News Recommendation Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan 「BigQuery ML」：SQLで機械学習ってどういうこと？試しにSQLでロジスティック回帰を書いてみた Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
			26	27	28	29

@tan-z-tan
【論文まとめ】DropBlockについて
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
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Title
URL
You can post either your article on Qiita or your blog post.
About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use
@agatan
[論文紹介] Focal Loss for Dense Object Detection
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
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You can post either your article on Qiita or your blog post.
About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
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When you participate, we will assume that you have agreed to the terms of use
@reikubonaga
2018年、推薦検索周りの記事や論文のまとめ
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
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You can post either your article on Qiita or your blog post.
About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
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@tan-z-tan
【論文紹介】 FaceNet: 画像のベクトル化と「近さ」の定義
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
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You can post either your article on Qiita or your blog post.
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@agatan
簡単な問題は省エネで解き、難しい問題には全力を出すネットワーク: Multi-Scale Dense Networks
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
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URL
You can post either your article on Qiita or your blog post.
About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use
@south37
AWS re:Invent 2018 で発表された機械学習関連サービスまとめ
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@agatan
Object 間の関係を使って後処理 0 の物体検出を実現する: Relation Networks for Object Detection
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
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You can post either your article on Qiita or your blog post.
About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use
@agatan
【論文読み】Semi-convolutional Operators for Instance Segmentation
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
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Title
URL
You can post either your article on Qiita or your blog post.
About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use
@tan-z-tan
SimGAN: 機械学習の学習データが無いときに生成データをリアルっぽく加工して見せると精度が上がる話
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
Overwrite
Title
URL
You can post either your article on Qiita or your blog post.
About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use
@agatan
ILSVRC 2017 画像分類 Top の手法 Squeeze-and-Excitation Networks
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If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use
@agatan
【論文読み】 Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation
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About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use
@agatan
【論文紹介】Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
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Title
URL
You can post either your article on Qiita or your blog post.
About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use
@tan-z-tan
Document Image Classification with Intra-Domain Transfer Learning and Stacked Generalization of Deep Convolutional Neural Networks
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If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
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When you participate, we will assume that you have agreed to the terms of use
@tan-z-tan
「タスクの転移しやすさ」でタスクを分類する「Taskonomy: Disentangling Task Transfer Learning」
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
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About reserved posting
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About posting period
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When you participate, we will assume that you have agreed to the terms of use
@agatan
DKN: Deep Knowledge-Aware Network for News Recommendation
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About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use
@tan-z-tan
「BigQuery ML」：SQLで機械学習ってどういうこと？試しにSQLでロジスティック回帰を書いてみた
Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here
Overwrite
Title
URL
You can post either your article on Qiita or your blog post.
About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
About posting period
Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.)
When you participate, we will assume that you have agreed to the terms of use

Sunday	Monday	Tuesday	Wednesday	Thursday	Friday	Saturday
25	26	27	28	29	30	@tan-z-tan 【論文まとめ】DropBlockについて Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
	@agatan [論文紹介] Focal Loss for Dense Object Detection Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@reikubonaga 2018年、推薦検索周りの記事や論文のまとめ Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan 【論文紹介】 FaceNet: 画像のベクトル化と「近さ」の定義 Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use		@agatan 簡単な問題は省エネで解き、難しい問題には全力を出すネットワーク: Multi-Scale Dense Networks Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@south37 AWS re:Invent 2018 で発表された機械学習関連サービスまとめ Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
	@agatan Object 間の関係を使って後処理 0 の物体検出を実現する: Relation Networks for Object Detection Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@agatan 【論文読み】Semi-convolutional Operators for Instance Segmentation Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan SimGAN: 機械学習の学習データが無いときに生成データをリアルっぽく加工して見せると精度が上がる話 Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@agatan ILSVRC 2017 画像分類 Top の手法 Squeeze-and-Excitation Networks Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@agatan 【論文読み】 Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@agatan 【論文紹介】Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan Document Image Classification with Intra-Domain Transfer Learning and Stacked Generalization of Deep Convolutional Neural Networks Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan 「タスクの転移しやすさ」でタスクを分類する「Taskonomy: Disentangling Task Transfer Learning」 Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@agatan DKN: Deep Knowledge-Aware Network for News Recommendation Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tan-z-tan 「BigQuery ML」：SQLで機械学習ってどういうこと？試しにSQLでロジスティック回帰を書いてみた Articles registered in the organization calendar can also be registered in other calendars! 🚀 See details here Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 01, 2018 can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
			26	27	28	29

@tan-z-tan
【論文まとめ】DropBlockについて
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@agatan
[論文紹介] Focal Loss for Dense Object Detection
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@reikubonaga
2018年、推薦検索周りの記事や論文のまとめ
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@tan-z-tan
【論文紹介】 FaceNet: 画像のベクトル化と「近さ」の定義
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@agatan
簡単な問題は省エネで解き、難しい問題には全力を出すネットワーク: Multi-Scale Dense Networks
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@south37
AWS re:Invent 2018 で発表された機械学習関連サービスまとめ
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@agatan
Object 間の関係を使って後処理 0 の物体検出を実現する: Relation Networks for Object Detection
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@agatan
【論文読み】Semi-convolutional Operators for Instance Segmentation
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@tan-z-tan
SimGAN: 機械学習の学習データが無いときに生成データをリアルっぽく加工して見せると精度が上がる話
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@agatan
ILSVRC 2017 画像分類 Top の手法 Squeeze-and-Excitation Networks
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【論文読み】 Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation
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【論文紹介】Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks
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@tan-z-tan
Document Image Classification with Intra-Domain Transfer Learning and Stacked Generalization of Deep Convolutional Neural Networks
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@tan-z-tan
「タスクの転移しやすさ」でタスクを分類する「Taskonomy: Disentangling Task Transfer Learning」
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DKN: Deep Knowledge-Aware Network for News Recommendation
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@tan-z-tan
「BigQuery ML」：SQLで機械学習ってどういうこと？試しにSQLでロジスティック回帰を書いてみた
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