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VisonLanguage Model
+is+then+used+to+auto-label+millions+of+videos+to+generate+high-quality+captions.+We+show+the+adapted+video-language+model+performs+well+on+a+wide+range+of+video-language+benchmarks.+For+instance%252C+it+surpasses+the+best+prior+result+on+open-ended+NExT-QA+by+2.8%2525.+Besides%252C+our+model+generates+detailed+descriptions+for+previously+unseen+videos%252C+which+provide+better+textual+supervision+than+existing+methods.+Experiments+show+that+a+video-language+dual-encoder+model+contrastively+trained+on+these+auto-generated+captions+is+3.8%2525+better+than+the+strongest+baseline+that+also+leverages+vision-language+models.+Our+best+model+outperforms+state-of-the-art+methods+on+MSR-VTT+zero-shot+text-to-video+retrieval+by+6%2525.+As+a+side+product%252C+we+generate+the+largest+video+caption+dataset+to+date.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.d21f74b59ce8926a1025fa181cb09732%3frik%3dDU5dHlAWRuqRsA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Vison+Language+Model&FORM=IRPRST&ck=D0A7CA2E8231FC06DC025C03ADAAD41E&selectedIndex=11&itb=0)
%252C+several+attempts+have+been+made+to+extend+them+to+the+visual+domain.+From+having+a+visual+assistant+that+could+guide+us+through+unfamiliar+environments+to+generative+models+that+produce+images+using+only+a+high-level+text+description%252C+the+vision-language+model+(VLM)+applications+will+significantly+impact+our+relationship+with+technology.+However%252C+there+are+many+challenges+that+need+to+be+addressed+to+improve+the+reliability+of+those+models.+While+language+is+discrete%252C+vision+evolves+in+a+much+higher+dimensional+space+in+which+concepts+cannot+always+be+easily+discretized.+To+better+understand+the+mechanics+behind+mapping+vision+to+language%252C+we+present+this+introduction+to+VLMs+which+we+hope+will+help+anyone+who+would+like+to+enter+the+field.+First%252C+we+introduce+what+VLMs+are%252C+how+they+work%252C+and+how+to+train+them.+Then%252C+we+present+and+discuss+approaches+to+evaluate+VLMs.+Although+this+work+primarily+focuses+on+mapping+images+to+language%252C+we+also+discuss+extending+VLMs+to+videos.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.0a5e5fc1882482dedbdd326584424787%3frik%3dTuFcqck7yPAMUw%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Vison+Language+Model&FORM=IRPRST&ck=61CB6240C5A588FE79CFB9899EF4DB90&selectedIndex=15&itb=0)
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