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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Максимальная сумма вознаграждения составляет 1650 евро. Ее необходимо отыграть с вейджером 35 раз. Казино предлагает релоад-бонусы, которые также нужно отыграть 35 раз. Однако особое место среди множества игр, слотов и турниров на 1xSlots занимает лайв-казино. Это казино, где игра происходит в режиме реального времени. Настоящие дилеры раздают карты и крутят рулетку за игровыми столами. Все эти действия передаются по видеосвязи. Благодаря такой видеотрансляции каждый игрок может почувствовать все эмоции и азарт игры в интерактивной атмосфере с профессиональными дилерами.
При регистрации на 1xSlots используйте промокод “NEXT777″ и получите бездепозитный бонус в размере €1650 + 200 фриспинов. Казино 1xSlots радует своих игроков различными бонусами, такими как промокоды, фриспины и бездепозитные бонусы. Особенно щедрые подарки от казино 1xSlots предназначены для новичков.
В дополнение к бонусной программе онлайн казино 1xSlots предлагает кешбэк до 11%, начисляемый от суммы проигранных средств. Кешбэк не имеет срока отыгрыша. Сидя дома перед компьютером, удается почувствовать атмосферу присутствия в настоящем казино. Именно этими причинами объясняется такая популярность и широкий спрос лайв-казино.
промокод на 1xslots - Бонус по промокоду 1хСлотс увеличивается с €1500 + 150 фриспинов до €1650 + 200 фриспинов.
Промокод 1xSlots на Сегодня: NEXT777 предоставляет вам возможность получить €1500 +150 FS при регистрации с использованием бонусного кода. Теперь бонус по промокоду составляет €1650 + 200 фриспинов, что на €150 больше, чем раньше. Это отличная возможность получить еще больше выгоды от игры. Казино 1xSlots 2024 - это платформа для игровых автоматов и Турниров. В казино 1хСлотс доступны различные бонусы, такие как промокоды, фриспины и бездепозитные бонусы. Особенно крупные подарки в казино 1xSlots предназначены для новичков.
Выгодная бонусная программа на сайте 1xslots позволяет как новичкам, так и опытным игрокам получать разнообразные подарки. Кроме того, это отличная возможность увеличить свой выигрыш. В казино 1xslots бонусы за депозиты и подарки не требуют дополнительных вложений. Используя фриспины и промокоды, вы можете получить хорошие деньги. Давайте подробнее рассмотрим, какие бонусы предлагает онлайн казино.
После прохождения регистрации игроку предлагается бонус на первые четыре операции по пополнению счета:
на первый депозит – 100% от внесенных средств и 30 фриспинов;
на второй депозит – 50% от внесенных средств и 35 фриспинов;
на третий депозит – 25% от внесенных средств и 40 фриспинов;
на четвертый депозит – 25% от внесенных средств и 45 фриспинов.
Промокод, также известный как код приглашения, является ключом-активатором приветственной программы для новичков. Если вы ранее не имели опыта игры в 1xSlots, то вы можете рассчитывать на получение щедрого подарка при регистрации - пакета из 1650 евро и 200 бесплатных прокруток. Согласно правилам бонусной акции, размер поощрения зависит от суммы первых четырех взносов и распределяется следующим образом: на депозитный бонус установлен максимальный лимит в 1500 евро. Чтобы получить подарок, игроку достаточно пройти процедуру регистрации, заполнить анкетные данные в личном кабинете и внести на счет профиля сумму от 10 евро.
При регистрации клиент может использовать промокод 1xSlots и получить дополнительный подарок.
1xSlots давно занимает прочные позиции в списке лучших брендов гемблинг-индустрии. Политика компании 1x ориентирована на опытных игроков, здесь пользователей ожидает продуманная программа лояльности, а также гарантии безопасности личной информации и депозита. Все действия осуществляются на основании лицензии 8048/JAZ2016-083, полученной от компании Orakum N.V., Кюрасао.
Промокод 1хСлот 2024: NEXT777 предоставляет бездепозитный бонус в виде 150 вращений в игре «The Dog House Megaways». В онлайн казино 1xslots доступны бесплатные промокоды на фриспины. Кроме того, игроки могут получать бонусные вращения не только за регистрацию или использование промокода от 1xSlots. Участие в бонусных акциях также позволяет пользователям получить фриспины. Казино 1хSlots предлагает различные варианты депозитов и выплат. Новые игроки, которые регистрируются на 1хSlots, получают приветственный пакет бонусов, однако с использованием промокода от 1xSlots этот бонус может быть еще более значительным. Для активации бонуса необходимо применить актуальный промокод при регистрации.
Приветственный пакет от 1xSlot доступен сразу после регистрации и требует активации через создание депозита. Бонус предоставляет умножение для первых четырех депозитов и дополнительные бесплатные вращения. Минимальная сумма для первого депозита составляет 10 евро, а для последующих пополнений - 15 евро. Максимальная сумма бонуса - 1500 евро.
Также новичкам предоставляются бонусы на второй, третий и четвертый депозит. Для получения подарка необходимо внести сумму не менее 15 евро. Игрокам также предоставляются фриспины и депозитные подарки. Для начисления фриспинов требуется подтверждение номера телефона.
Для постоянных игроков онлайн-казино 1xSlots проводит бонусные акции. Некоторые из них имеют временный характер, а другие действуют постоянно. В основном, пользователям предлагаются депозитные бонусы. Например, можно получить презент за пополнение счета в понедельник. За десятый депозит игроку полагается крупный депозитный бонус в размере 50% от вносимой суммы и 100 фриспинов.
В клубе 1xSlots также действует программа лояльности, которая предполагает различные привилегии для игроков.
Игрокам, активно делающим ставки в течение недели и ушедшим в минус, казино 1xSlots предлагает фриспины. Для получения бонуса не требуется пополнение счета, лимит на максимальный выигрыш и вейджер не устанавливаются.
Ежедневно в казино 1хСлотс назначается слот дня. При совершении ставок на определенную сумму в этом игровом аппарате игроку начисляются фриспины. Обратите внимание https://mia-boutique.ru/content/pages/1xslots_promokod__bonus.html, время действия акции ограничено.
Разработчиками 1хСлотс было разработано мобильное казино. Такая версия представляет собой упрощенный вариант компьютерного формата онлайн казино. Она позволяет играть в любимые игры на любом устройстве, поддерживающем функцию выхода в интернет. В качестве такого устройства может быть смартфон или планшет.
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