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      今日深圳 今日福田 今日羅湖 今日南山 今日鹽田 今日寶安 今日龍崗 今日龍華 今日坪山
      新粵網 > 廣東 > 深圳 > 今日深圳 > 正文

      一套算法讓模糊低清小視頻變高清 深圳先進院聯合團隊閃耀CVPR視頻復原大賽

      來源:廣東科技報 2019-07-05 14:38   http://www.e88p.com/

      本報訊(記者劉肖勇蔡敏霞通訊員嚴偲偲)近日,計算機視覺領域內最負盛名的學術會議——IEEE國際計算機視覺與模式識別會議(CVPR)在美國加州舉行,會上頒發了WorkshopNTIRE2019視頻復原比賽相關獎項,由中國科學院深圳先進技術研究院、商湯科技、香港中文大學、南洋理工大學組成的聯合團隊研發的一套EDVR算法,包攬了該比賽四個賽道的全部冠軍,且每個結果都大幅領先賽道第二名。

      值得一提的是,這是該賽事舉辦以來首次以視頻復原作為競賽任務,而此前三屆比賽都僅以圖像復原為主題,這意味著任務的難度達到了全新高度。“這是計算機視覺領域一次革命性的比賽,相信行業內很快將掀起一場視頻復原算法的潮流。”聯合團隊成員、深圳先進院數字所多媒體集成技術研究中心的董超博士如此表示。

      創新算法解決兩大難題,模糊低清小視頻變高清

      此次視頻復原比賽包含兩個視頻去模糊和兩個視頻超分辨率賽道。所謂視頻去模糊,是將畫面模糊的視頻還原成清晰視頻,而視頻超分辨率則是將低清的小視頻復原為高清的大視頻。“與圖像復原相比,視頻復原有大量的時空冗余信息可利用,”董超說,“因此,清晰度能夠比單一圖像復原更高,相應的難度也更大。”

      在將EDVR算法與目前行業內最好的圖像超分辨率算法RCAN對同一視頻進行處理時,可明顯看到EDVR算法能夠還原出更多細節,這是因為傳統圖像算法僅將視頻的每一幀進行了單一的圖像復原,而EDVR算法則連續用了7幀畫面的信息來恢復一幀圖像。

      “視頻復原必須解決圖像對齊和時空信息融合兩大問題。”據董超介紹,視頻相鄰幀存在一定的抖動,必須先對齊才能進行下一步處理。多幀圖像對齊后,便需要將挖掘出的時空信息進行融合,EDVR算法中發明的多個模塊很好地解決了這兩大問題。“這兩個步驟是所有視頻底層處理的基礎,解決了這兩個問題再做視頻的去模糊和超分辨率都可以。”董超表示,這也是為什么團隊用一套算法便拿下了四個賽道的原因。

      開源代碼引領潮流,視頻算法用途廣大

      從比賽結果來看,共有14支隊伍進入最終的排名,聯合團隊的算法在大部分數據集上精度指標都是最高的。近日,團隊已公布所使用的算法論文,并將代碼全部開源。董超表示,將深度學習用于視頻復原是近兩年剛剛興起的新技術,技術難度大、門檻高,將代碼開源是希望引領技術潮流,讓更多團隊進入該領域,共同發展計算機視覺技術。

      談及視頻復原算法的應用,董超十分看好市場前景。據他介紹,該算法在視頻直播、高清電視、手機拍攝、視頻監控等領域均潛藏巨大的需求量。以視頻直播為例,董超介紹說:“視頻直播非常消耗流量,如果能把高清大視頻壓縮成低清小視頻來傳輸,到客戶端后再通過算法恢復成高清大視頻,將節省成倍的流量。”

      不過,董超也表示,盡管最新算法達到了視頻復原的效果,但距離實際產業化應用尚有一系列技術難題需要解決,而開源代碼恰恰能加速這個過程,預計三五年內該領域會有大量論文涌現。

      聯合團隊多年攻關,深耕底層計算機視覺

      不僅在視覺復原大賽中一騎絕塵,在同期舉辦的圖像復原大賽中,聯合團隊論文同樣獲得冠軍。據介紹,利用深度學習解決圖像超分辨率問題,需要用到大量的訓練數據,一般情況下,至少200個以上的圖像對才能保證圖像的超分辨率效果。而此次比賽僅提供60個圖像對作為訓練數據,大大限制了超分辨率的效果。團隊的論文首次分析并解決了超分辨率網絡中的過擬合問題,即便使用少量的圖像數據,也可以獲得出色的結果。

      這支在國際頂級計算機視覺大賽中脫穎而出的隊伍,由深圳先進技術研究院、商湯科技、香港中文大學和南洋理工大學組成,專注于底層計算機視覺,包括圖像和視頻的超分辨率、去噪與增強等技術。2014年團隊首次利用深度學習實現圖像超分辨率,引起了深度學習在底層視覺領域應用的熱潮。2017年,團隊獲得CVPR2017圖像超分辨率的亞軍,2018年,團隊分別獲得CVPR18和ECCV18兩屆圖像超分辨率比賽單一賽道的冠軍。今年成績再創新高,也是聯合團隊多年深耕的結果。

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