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TZOFFSETTO:-0400 TZNAME:America/New_York EDT END:DAYLIGHT BEGIN:DAYLIGHT DTSTART:20280312T030000 RDATE:20281105T010000 TZOFFSETFROM:-0500 TZOFFSETTO:-0400 TZNAME:America/New_York EDT END:DAYLIGHT BEGIN:DAYLIGHT DTSTART:20290311T030000 RDATE:20291104T010000 TZOFFSETFROM:-0500 TZOFFSETTO:-0400 TZNAME:America/New_York EDT END:DAYLIGHT BEGIN:DAYLIGHT DTSTART:20300310T030000 RDATE:20301103T010000 TZOFFSETFROM:-0500 TZOFFSETTO:-0400 TZNAME:America/New_York EDT END:DAYLIGHT BEGIN:DAYLIGHT DTSTART:20310309T030000 RDATE:20311102T010000 TZOFFSETFROM:-0500 TZOFFSETTO:-0400 TZNAME:America/New_York EDT END:DAYLIGHT BEGIN:DAYLIGHT DTSTART:20320314T030000 RDATE:20321107T010000 TZOFFSETFROM:-0500 TZOFFSETTO:-0400 TZNAME:America/New_York EDT END:DAYLIGHT BEGIN:DAYLIGHT DTSTART:20330313T030000 RDATE:20331106T010000 TZOFFSETFROM:-0500 TZOFFSETTO:-0400 TZNAME:America/New_York EDT END:DAYLIGHT BEGIN:DAYLIGHT DTSTART:20340312T030000 RDATE:20341105T010000 TZOFFSETFROM:-0500 TZOFFSETTO:-0400 TZNAME:America/New_York EDT END:DAYLIGHT END:VTIMEZONE BEGIN:VEVENT UID:104d7a4487c85362d4ab1ed217da666d CATEGORIES:Qualifying Exam CREATED:20190823T084023 SUMMARY:Zero-shot Learning from Noisy Text Descriptions LOCATION:CBIM 22 DESCRIPTION;ENCODING=QUOTED-PRINTABLE:
Abstract :
The ma in shortcoming of deep learning methods is the inevitable requirement of la rge-scale labeled training data that need to be collected and annotated by costly human labor. Zero-shot learning aims to recognize objects with no tr aining samples available by introducing semantic representations of classes . We propose two methods to tackle zero-shot learning problem from noisy te xt descriptions as semantic representations of classes. The first one is a visual-semantic embedding-based method that embeds visual data and semantic data to a shared embedding space, while connecting text terms to its relev ant visual parts. The second one is a GAN(Generative Adversarial Network)-b ased method that is able to generate visual feature based on semantic infor mation, and the synthetic visual features are then used as training samples for unseen class classification.
DTSTAMP:20240329T115237Z DTSTART;TZID=America/New_York:20190131T120000 SEQUENCE:0 TRANSP:OPAQUE END:VEVENT END:VCALENDAR