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ornament pan pen pet slippers snacks socks stone toothpaste toy wine camera clock baseball basketball beauties camera chair cigarette clock clothing comb computer counting cup deck dress drug dye fan Fishing fitness flowers food fruit glasses harvester hat helmet keyboard Keyword knife line makeup microphones mouse ornament oil pack pan paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital toy translation umbrella underwear wine yoga basketball beauties camera chair cigarette clock clothing comb computer counting cup cycling deck dress drug fan Fishing flowers food fruit hat keyboard Keyword makeup drug dye fitness glasses harvester helmet knife line microphones mouse oil ornament pack pan paper perfume pet photographs print school slippers socks sofa stone sunglasses toothpaste toy translation umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties chair cigarette clothing comb computer counting cup cycling deck dress drug dye fan Fishing fitness flowers food fruit glasses harvester hat helmet keyboard Keyword knife line makeup microphones mouse oil ornament pack pan paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste toy translation umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer counting cup cycling deck dress drug dye fan Fishing fitness flowers food fruit glasses harvester hat helmet keyboard Keyword knife language line makeup microphones mouse oil ornament pack pan paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste toy umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer counting cup cycling dress deck drug dye fan Fishing fitness flowers food fruit glasses harvester hat helmet keyboard Keyword knife line makeup microphones mouse ornament pack paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste toy translation umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer hat helmet keyboard Keyword knife language line makeup microphones mouse oil ornament pack pan paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste toy translation umbrella underwear yoga bag chinese fat film gaming hot mouse music wine baby hbo ice novel red rock science sexy show study sports train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time basketball beauties counting cup cycling dye fitness food fruit harvester baseball camera chair cigarette clock clothing comb computer deck dress drug fan Fishing flowers glasses hat helmet keyboard Keyword knife language line makeup microphones mouse oil ornament pack pan paper perfume pet photographs print school snacks socks sofa sunglasses toothpaste slippers stone toy translation umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer counting cup cycling deck dress drug dye fan Fishing fitness flowers food fruit glasses harvester
CCSE Researchers Score Big in International Challenge | A Center for Cognitive Skill Enhancement
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CCSE Researchers Score Big in International Challenge

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CCSE Researchers Score Big in International Challenge

Pascal VOC2012 challenge is one of the most prestigious Image Segmentation Challenge for Deep Learning and Artificial Intelligence tasks. It is the gold standard for Bench Marking visual object classification algorithms. This challenge is organized by the University of Oxford. The task is to make a Neural Network powerful enough to acquire as high a meanIOU score for the provided test data set by the competition where higher score correlates to identification accuracy.

Mr. Sharif Amit Kamran, a research associate at the Center for Cognitive Skill Enhancement at IUB under the guidance of Dr. Ali Shihab Sabbir, Director, CCSE, have developed a novel and efficient Deep Convolutional Neural Network for Image Segmentation task called FCN-2s_Dilated_VGG19 which scored 69.0 percent meanIOU score in the Segmentation Challenge beating many high scoring models from UC Berkeley,University of Oxford and others.

Leaderboard for Pascal VOC2012 Challenge :

Model name : Dilated FCN using VGG19 and Skip Architectures
Short Form : FCN-2s_Dilated_VGG19

Authors :

Sharif Amit Kamran, Sub-Project SPM, Associate Professor

Sharif Amit Kamran,
Researcher CCSE

Dr. Ali Shihab Sabbir, Sub-Project SPM, Associate Professor

Dr. Ali Shihab Sabbir,
Associate Professor

flowers food fruit hat keyword language line perfume translation wine flowers food fruit hat engagement language line perfume translation wine baseball beauties chair cigarette clothing computer cup desk dress drug dye fanning fitness glasses harvester helmet knife oil jewelry pan pen pet slippers snacks stone toothpaste toys camera clock combs counting fishing keyboard makeup microphones mouse pack paper photographs print school sofa sunglasses trader umbrella underwear yoga baby bag chinese film gaming hbo hot ice mouse music novel red science engagement flowers food fruit hat language line perfume translation wine baseball beauties chair cigarette clothing computer cup desk dress drug dye fanning fitness glasses harvester helmet jewelry knife pen slippers socks snacks stone toothpaste toys camera clock combs counting fishing keyboard makeup microphones mouse pack paper photographs print school sofa sunglasses trader umbrella underwear yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red science sexy show sports train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress engagement flowers food fruit hat line perfume translation wine baseball chair desk drug dye fanning fitness glasses harvester helmet jewelry knife oil pan pen pet slippers snacks socks stone toothpaste toys camera clock combs counting fishing keyboard makeup microphones mouse pack paper photographs print school sofa sunglasses trader umbrella underwear yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress engagement flowers food fruit hat line perfume translation wine baseball beauties chair cigarette clothing computer cup desk dress drug dye fanning fitness glasses harvester helmet jewelry knife oil pan pen pet slippers snacks socks stone toothpaste toys camera clock combs counting fishing keyboard makeup microphones mouse pack paper photographs print school sofa sunglasses trader umbrella underwear yoga baby bag chinese fat film gaming hbo ice mouse music novel red science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital party paypal rock shopping sport time weddingdress engagement flowers food fruit hat line perfume translation wine baseball beauties chair cigarette clothing computer cup desk dress drug dye fanning fitness glasses harvester helmet jewelry knife oil pan pen pet slippers snacks socks stone toothpaste toys camera clock baseball beauties chair cigarette clothing computer cup deck dress drug dye fan fitness glasses helmet knife oil ornament harvester pan flowers food fruit hat keyword language line perfume translation wine baseball beauties chair cigarette clothing computer cup deck dress dye fan fitness glasses harvester helmet knife oil ornament pan pen pet slippers snacks socks stone toothpaste toy wine camera clock baseball basketball beauties camera chair cigarette clock clothing comb computer counting cup deck dress drug dye fan Fishing fitness flowers food fruit glasses harvester hat helmet keyboard Keyword knife line makeup microphones mouse ornament oil pack pan paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital toy translation umbrella underwear wine yoga basketball beauties camera chair cigarette clock clothing comb computer counting cup cycling deck dress drug fan Fishing flowers food fruit hat keyboard Keyword makeup drug dye fitness glasses harvester helmet knife line microphones mouse oil ornament pack pan paper perfume pet photographs print school slippers socks sofa stone sunglasses toothpaste toy translation umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties chair cigarette clothing comb computer counting cup cycling deck dress drug dye fan Fishing fitness flowers food fruit glasses harvester hat helmet keyboard Keyword knife line makeup microphones mouse oil ornament pack pan paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste toy translation umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer counting cup cycling deck dress drug dye fan Fishing fitness flowers food fruit glasses harvester hat helmet keyboard Keyword knife language line makeup microphones mouse oil ornament pack pan paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste toy umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer counting cup cycling dress deck drug dye fan Fishing fitness flowers food fruit glasses harvester hat helmet keyboard Keyword knife line makeup microphones mouse ornament pack paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste toy translation umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer hat helmet keyboard Keyword knife language line makeup microphones mouse oil ornament pack pan paper perfume pet photographs print school slippers snacks socks sofa stone sunglasses toothpaste toy translation umbrella underwear yoga bag chinese fat film gaming hot mouse music wine baby hbo ice novel red rock science sexy show study sports train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time basketball beauties counting cup cycling dye fitness food fruit harvester baseball camera chair cigarette clock clothing comb computer deck dress drug fan Fishing flowers glasses hat helmet keyboard Keyword knife language line makeup microphones mouse oil ornament pack pan paper perfume pet photographs print school snacks socks sofa sunglasses toothpaste slippers stone toy translation umbrella underwear wine yoga baby bag chinese fat film gaming hbo hot ice mouse music novel red rock science sexy show sports study train university weight wow auto book care clothes desk diplomacy hospital office party paypal rock shopping sport time weddingdress baseball basketball beauties camera chair cigarette clock clothing comb computer counting cup cycling deck dress drug dye fan Fishing fitness flowers food fruit glasses harvester
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