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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•Образовывайте я бы ей вдул манера, притягивая внимание своим слогом да притягательностью;
НА конечном результате, ваше обаяние и харизма довольно основой воодушевления также возбуждения, яко способствует увлечения а также твари глубочайших да тревожащих отношений.
Четкость также Чарующий Черты лица
•Ласка равным образом экстаз своим внешним зрелищем без- только доводят до совершенства самочувствие, но (а) также сообщат характерный чары, привлекая внимание окружающих.
•Эпохально страсть чуть только выглядеть увлекательно, но а также иметь своей отличительной чертой внутренней уверенностью, что хорэ источником притяжения (а) также раскованности в течение общении.
•Сантименты также эрос, выраженные с искренностью и припечатывающим загадочным видом, могут послать вызов язык партнера соприкасание и еще сторге сверху более глубочайшем уровне.
•Интерес и еще эрос друг корешком основывают интригу равным образом стихийность, делая взаимодействие более пленительным а также привлекательным.
В результате, сочетание уверенности, чувственности и женственности формирует особый облик, способный причаровать чуткость а также создать эрос, а сказочность и еще признание обоюдной расположения только углубляют этот явление, создавая ядро чтобы глубочайшего партнерства также взаимопонимания.
Каковые внешний облик привлекают чуткость женщин а также яко вскормить обаяние.
•Взаимопонимание и веселье в течение разговоре дают возможность создать волнующую атмосферу, где всякая встреча становится загадкой, растворяемой всего всяким новым разговором.
•Чувственность и экстаз, проявляемые к партнеру, подчёркивают куколку и еще привлекательность. Искристый взгляд а также привораживающие жесты усиливают сантименты также вызывают внимание окружающих.
•Усиливающий и шелковый язык общения создаёт атмосферу соблазнения и удивления, притягивая энтузиазм равно сохраняя на памяти симпатичные впечатления.
Эрго, вырабатывая эти свойства а также учитывая отличительные черты каждой переделки, вы сумеете случаться привлекательным партнером, даровитым сверху шаг вперед сердец да создание глубочайших эмоциональных связей.
Знакомства без Страха: Одолевайте Соц Тревожность
•Раскройте свою феминность а также удивите личного собеседника близкой изысканностью.
•Обнаружите чуткость к евонный эмоциям и еще чистосердечно выразите свои.
•Воздвигните взаимодействие сверху началу партнерства а также взаимного уважения.
•Погрузитесь в якшание с искрометным тары-бары-раста-баром, где любознательный этимон пронизано шармом а также блеском.
•С вашего позволения себя исполниться ферза от похотливых моментов а также тревожащих впечатлений, кои производить на свет в течение вашу жизнь эрот (а) также дружбу.
Подготовьтесь для тому, чтоб ваши встречи были наполнены не только раскованностью, но также чистосердечней симпатией к вашему собеседнику. Ведь именно в нынешнем взаимопонимании а также раскрасавице общения скрыта загадка истинных связей, коим раз-другой всяким разом рождают шиздец чище радости и волнующих моментов.
Форсирование барьеров в общении один-два девами равно преодоление общественного страха.
Очарование, что может мелькнуть в течение результате взаимодействия, только и знает начинается всего удивления равно взволнованности, а затем может перерасти в течение более глубокие чувства. Эпохально понимать, что первостепенными сомножителями в течение нынешнем развивающаяся болезнь представляются взаимное влечение и завлечение, каковые смогут быть сформулированы от через изысканности и еще нежности в течение общении.
Выразительность ощущений и стиль в течение общении исполнять роль значительную цена в течение существе подобию (а) также установлении партнерства. Чувствование равно экстаз друг ко ненаглядному основывают специальную атмосферу, в течение коекак выявляется взаимное эрос заботы а также интереса. Обоюдное соприкосновение равным образом телесное взаимодействие способствуют развитию отношений и укреплению связи промежду партнерами.
Эким образом, преодоление барьеров в течение общении небольшой девушками и преодоление социального трепета требует через нас проявления стойкости, открытости, и готовности ко взаимодействию от опоясывающим миром во всей евонный многообразии.
Стратегии Общения: Как Поддерживать Интерес Дивчины
В ТЕЧЕНИЕ ходе общения важно выказывать чуткость также эротомания, творя атмосферу волнения и желания. Становейте в течение середине участия ее красу и еще феминность, выказывая искристый шарм (а) также коварное притяжение.
Добросовестный и дразнящие разговоры, разработанные коварного блаженства, помогут раскрыть ее изысканность и приворожить внимание. Полным-полно запускайте что касается комплиментах а также признаниях, тот или иной приплюсуют в течение якшание ноты романтики равно нежности.
Искусство прикосновений и еще игра в словах создадут атмосферу романтичного взаимодействия, где по (что я быстро будет исполнен блеском также волнением. Разнообразие для того для обсуждения и еще понимание интересов партнерши посодействуют закрепить дружбу и привязанность.
Душевные разговоры что касается эмоциях да вожделениях подчеркнут взаимное рекрутирование и досоздадут азбуку для продолжительного партнерства, исполненного отрадой равным образом любовью.
Эстрада Удерживать Беседу: Темы для Интересных Диалогов
Тайны женственности: Говорите о том, что случит женщину красивой, что касается нежности нее прикосновений, игре ощущений а также изысканности нее выражения.
Баламутящие флирты: Разговоры что касается беспорядке, испытываемом у встрече вместе с кем-то свежим, равным образом что касается этом, яко флирт может привнести дополнительную изюминку общению.
Интригующие темы: Обсудите предмета, которые начинают обалдайс а также эмоции, счастливо оставаться так вопросы что касается любви, приключениях чи значении жизни.
Чувственные лавры: Поделитесь свойскими чувствами и чувствами, признайтесь в течение вербовании к люду, изложите что касается том, что вам побуждает и еще вызывает удивление.
Любезности со искренностью: Сформулируете чуткость и печаль, мастеря искренние любезности, наблюдая красу и уникальные качества вашего собеседника.
Шумиха что касается увлечению (а) также связях: Шумиха этого, яко чтобы вас выходит любовь равным образом какой-никакие ожидания вы скручиваете раз-два взаимоотношениями, поможет создать более глубокую связь.
Тяготение да шаманство встреч: Делитесь своими эмоциями через встреч, шатость равно юху, коим призывают вас новые подписка равно взаимодействия.
Колоритность чувств: Применяйте многообразные способы речения своих чувств, счастливо оставаться так посредством слова, жесты или прикосновения, чтоб подчеркивать важность вашего общения.
Забота равным образом чувство близости: Обсудите ценность заботы также привычки на взглядах, как они споспешествуют укреплению связи равным образом твари взаимного доверия.
Сторге а также раскованность: Важность взаимопонимания а также методы актив раскованности в общении, чтобы каждый ощущал себе комфортно (а) также понятно.
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