A Bayesian Nonparametric Approach to Image Super-resolution
arxivからの論文
http://arxiv.org/pdf/1209.5019.pdf
A Bayesian Nonparametric Approach to Image
Super-resolution
Gungor Polatkan, Mingyuan Zhou, Lawrence Carin, David Blei, and Ingrid
Daubechies
ノンパラメトリックベイズでは有名な Bleiのグループとの共同研究といった感じでしょうか?
超解像技術(super-resolution)は低解像度画像から高解像度画像を作る技術.
全画素の組み合わせに対して,実際に観測される組み合わせは非常にスパースであることから,
パッチを組み合わせることで,高解像度画像を低解像度画像から復元することができます.
そのためには,辞書(Dictionary)を持つ必要があるのですが,
それをどのように作るかが問題となります.
筆者らは過去に
NIPSで
Non-Parametric Bayesian Dictionary Learning for
Sparse Image Representations
http://books.nips.cc/papers/files/nips22/NIPS2009_0190.pdf
を発表しており,ノンパラメトリックベイズを用いて,Dictionary Learning にノンパラメトリックベイズを
応用するということをやっています.
それをsuper resolutionに応用するというのが主な筋立てです.
基本的にスパースな表現を得る場合には,L1ノルムを用いて刈り込む事が多くて,
超解像でもこれがよく用いられます.
Image Super-Resolution via Sparse Representation
Jianchao Yang et al.
などが良くリファレンスされるらしいです.
これに対して,ノンパラメトリックベイズ業界(?)ではスパースな表現にする,
つまり用いない次元を作るような場合には,ベータ・ベルヌーイ分布を導入し,スイッチを作るのが定石です.
例えば,
Sharing Features among Dynamical Systems
with Beta Processes
Emily B. Fox et al.
http://videolectures.net/nips09_fox_sfa/
では,HDP-HMM の各隠れ状態に対してストリーム毎にベータ・ベルヌーイのスイッチを設けて,使わない隠れ状態をオフにします.
ちなみに, @k_ishiguro さんの,
Subset Infinite Relational Models
Katsuhiko Ishiguro et al.
でも,ベータ・ベルヌーイのスイッチをつくって,汎用的な出力分布を用いる(IRMの外に吐き出してしまう)か,
通常のIRMの側に入れるかをえらぶようにしていたりします.
というわけで,
「L1刈り込みの代わりを,ノンパラベイズでやるなら,やっぱベータ・ベルヌーイっしょ!」
という,結構ストレートフォワードな適用があるわけです.
グラフィカルモデルはこんな感じ.
l と h はlow resolution と high resolutionを表している.
xl と xh が観測.
Di と Dh が辞書.
で si が係数なんですが,
zi がいわゆるベータ・ベルヌーイのスイッチで,0,1 をとる.
これによって,使う基底,使わない基底が,0,1でオン・オフされることで,
スパース表現を得るわけである.
なんとも,ストレートフォワードな論理である.
ちなみに,これだけでは綺麗にならないみたいで,最後に平滑化処理っぽいことをやる.
実験の結果は
こんなかんじなのだが,正直,よくわからない・・・.
どうも既存手法に勝てているか微妙なのだが,
なるほどな,とおもったのは, Fig.8 で
こんな図がある.
これは,辞書の要素数(もとの次元数)を大きくしていった際,BPの場合は打ち切り最大数を大きくしていった時にどうなるか
を示しているのだと思うが,
その時に,ScSR(L1ノルムでのスパースコーディング)はピークを持ってしまう.
これに対しノンパラメトリックベイズのアプローチでは,十分な 要素数があれば,良い値を推定できるので,その良さが維持される.
これは,BPのアプローチがもともと無限の状態数を前提として組まれているのに対して,
L1の正則化項は 無次元量でもなく,要素数に影響を受けてしまうからだろう.
なるほどねー.
とは思うが,計算量とか考えても,実用的にはL1で行ったほうが,楽で実用的なのかなぁ,と思った次第でございます.
本内容は,
Xian-Hua Han (韓 先花) Ph.D にご紹介いただいて (Thank you very much
http://www.iipl.is.ritsumei.ac.jp/XHHan/index.html
それを,僕が勝手に理解したものを書いたものであり,
この記事の内容に誤りがあった場合は,僕を責めてくださいませ.
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У Романа Василенко биография непростая. Он вырос в семье военных и решил пойти по стопам отца. В 1990 году Роман Викторович закончил Высшее Военное Финансовое Училище в Ярославле, а потом восемь лет после его окончания провёл в вооруженных силах. Военную службу Роман Василенко выбрал по собственному желанию, но сильно повлияло то, что родители были военнослужащими. Все детство он ездил по военным городкам, все его детство и отрочество были связаны с армией. Долгие годы он служил начальником финансовой службы на Ленинградской военно-морской базе. В 1998 году в звании капитана ушел в запас.
Позже получил профессию экономиста и решил окунуться с головой в сферу финансирования. Посетил много курсов в Венгрии, Будапеште, Париже, Швейцарии, на Кипре, в Австрии, США. Умение достигать целей и безупречная карьера за границей сделали его тем, кем он является сейчас. Председателем правления жилищного кооператива «Бест Вей», основателем и президентом международной компании «Life is Good», а также основателем Международной бизнес академии «IBA».
Роман Василенко — патриот своей родины, не раз высказывался, что для него очень важно, чтобы молодые люди не уезжали из нашей страны. Он считает, что если снабдить молодых квалифицированных специалистов собственной квартирой и хорошей работой, они не будут думать об эмиграции в другую страну за лучшей жизнью. Поэтому у него возникла идея жилищного кооператива.
Используя многолетний опыт в сфере консалтинга, добившись финансового успеха, а также изучив актуальные проблемы населения, он начал думать о полезном для людей бизнесе. Роман предложил способ сделать жилье доступным через жилищную кооперацию. Его идея воплощает в себя эффективную модель приобретения жилья для молодых семей, позволяющую сохранить человеческий капитал и предотвратить отток молодых специалистов из страны.
Обучаясь за границей, он понял одну простую истину — идея должна быть простой и эффективной. Он изучил опыт других стран, и, основываясь на немецких кооперативах, решил внедрить ее на своей родине. Жилищные кооперативы в Германии пользуются большим спросом на рынке, оставаясь одним из самых доступных способов приобретения квартиры. Одним словом, участие в жилищном кооперативе – это покупка своего дома в рассрочку. Все потенциальные участники кооператива вносят свои средства и приобретают жилье первому пайщику. Тут действует «сарафанное радио», каждый пайщик ждет своего часа «X». Каждый человек помогает друг другу. Кооператив объединяет людей и помогает правильно организовать финансы. Если вы хотите вступить в жилищный кооператив, не придется собирать документы о месте работы или состоянии доходов. Достаточно иметь с собой паспорт и внести первый взнос.
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In the patient group, only information referring to the period before disease onset have been analysed. This pattern of younger age of onset extends the potential burden of therapy and problems to a good youthful age group and for an extended interval of an individual’s lifespan. In sufferers with out an increase in intraocular stress, behavioral modifications start with limiting actions such as studying, which cause fast shifts within the globe mood disorder nos 311 purchase 150 mg bupropion with visa. Manuscript by Daniel Beavon and Martin Cooke, Strategic Research Directorate, Indian and Northern Affairs Canada. The cervical and lumbar regions are the most exible areas of the spine and are most In t e rv e rt e b ra l D i s k D i s o rd e rs. All of the nutrients and proteins in milk are thus out there to the physique, and the chance of nutritional deficiency on account of lengthy-time avoidance of milk may be averted blood pressure medication and weight loss cheap verapamil 120 mg with amex.
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Медицинское лечение наркозависимости начинается с детоксикации – этапа очищения организма от наркотических веществ. Этот этап может сопровождаться использованием единичных медикаментов, направленных на уменьшение симптомов отмены и облегчение процесса оздоровления. Для поддержания стабильного состояния и снижения желания к употреблению наркотиков часто используется заместительная терапия.
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