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发布时间:2024-09-03 15:52

ժרƷߣChristopherDossman룺fumaJiaxu

ҺãϸAIScholar WeeklyĿֺʹҼ

AI ScholarWeeklyAIѧרΪ³ȫ桢ȵAIѧһÿAIѧǰѶ

ÿܸ£AIУÿܴһƪʼ͹

ܹؼʣԿ磬ලѧϰرʶս

ѧо

ʹYOPOԭٶԿѵ

YouOnly PropagateOnceYOPO㷨УоԱ˳һּٶԿѵЧԡǽĶԿѵ֯Ϊ컯ϷΪ俪ǽPontryaginļԭ

ͨԭǷֶԿֻһȨϣڽԿ´ӷ򴫲ݶȼз

YOPO˷ݶĴ˼ʱ䡣Ϊ֤ЧԣоԱMNISTCIFAR10Ͻʵ飬ʹYOPOѵģPGDԿѵģݺͶԿŶϾƵı֣YOPOѵģ;иܺͽϵ͵ļɱ

YOPO뵽YOLOYOLOͬǣYOPO㷨ǽǽ𼫴ԭһַǽļԭкܴDZΪ㷨ƣӶֽԿºݷ򴫲

ϣYOPOܹΪǿMLӦó޸Կʾ

ԭģ

https://arxiv.org/abs/1905.00877v2

㷢˶Կʾϲ㣬ڿʼDzbug

봫ͳ۵෴һȺѧһֹڶԿʾ¹۵㡣ǵ˵ԿԵʾȻڱ׼ѧϰݼеĸ߶Ԥ⵫³

֤˶ԿԵʾֱӹڷ³Ĵڡ³Ϊݷֲģʽеõľи߶ԤԵ˵Ǵġ

ǽԿΪලѧϰʽҪԿģͶøԵֱӽ

ͨȷؽͱ׼ݼ³ĺͷ³Ϊǵļṩ֧֡⣬DZķǿܶõƹġ

оеоƺóֻۣڲ³ѵʱѧϰȫ׼ȷȫȽľ߽߱硣ˣЩԪشʵݼУѡƸǡǷ³ĸ߶ԤӦòΪ档

⣬ӿɽԵĽǶֻҪģڷ³Ͳģͽͼȶȫģ͡Ϊ˻ÿɽͺǿģͣҪٽģѵ

ԭģ

https://arxiv.org/abs/1905.02175v2

һMobileNetV3

2017꣬GoogleAIMobileNetsּӾģּڿ豸ǶʽӦóԴ޵£Ч޶ȵ׼ȷԡڣоԱMobileNetV3˻ڻ¼ܹϵһMobileNets

MobileNetV3ͨʹNetAdapt㷨Ӳ֪ܹNASƶ绰CPUȻͨ˼ܹĽ

ڴ˹֮оԱµMobileNetģͣMobileNetV3-LargeMobileNetV3-SmallֱԸԴ͵ԴʹȻģͽеӦڶָ

MobileNetV3ĴͺСģͽʹоԱܹӶṩһ߶Ⱦȷģͣ⽫ٽ豸˼ӾĽ

ԭģ

https://arxiv.org/abs/1905.02244v1

ලѧϰԷ

ලʽѧϰѾ֤δǵѧϰԴͱݼһǿķȸһоԱѾͨĿǰȵİලѧϰ϶һµ㷨,MixMatch.㷨Ĺԭͨ²δݵĵرǩͨMixUpѱǺδ.

ʾMixMatchݼͱǵȷ漫ʾԽ.磬250ǩCIFAR-10,STL-10ϵΪ2ϣʴ38%½11%

MixMatchչֳڴͳԽ.һомֵһڶ԰ලѧϰ׺ػϷоĽһ,⽲ٽԴ㷨Чص̽

Ŀǰ,MixMatch԰ʵָõIJ˽е׼ȷԺ˽ԡ

ԭģ

https://arxiv.org/abs/1905.02249v1

ĶԿʽٱ

ڽڵо,ȸоԱһսԵĿ꣺ڲṩ߶ԼȶĿ£±ģ⹥ѡ

оԱ֣ѵԱ±еͼЩͼ񲻱κԭʼĿռṹ±ǿܵġǻ֣ѵϵͳܵԿʽ±̵Ӱ죬ʹݽṹҪеݽṹܴ£±Ȼdzɹġ

ǶͼеķжԿʽ±̵ʾƵĹƵƵıܳɹRNNsĶԿʽ±ΪֻҪRNNҵִм򵥲룬Ϳ±ģִκμ

һرƵعѧϰϵͳ߽ﵽԤϵĿЧ磬ߺȡԴִΥƷ̵һж˶Կʽ±ܸ̿˹ϵͳDZв

˹ܵIJϷչʶĽܴDZսŬҵЩսĿܷ˹ܵδʮҪ

ԭģ

https://openreview.net/pdf?id=Syx_Ss05tm

BERTжԻڱԤѵhttps://arxiv.org/abs/1905.02450v1

ƶ豸ϸЧִDNN¿ܣʵֻDNNsʵʱС

https://arxiv.org/abs/1905.00571v1

TensorNetworkͻѧϰĿԴ⣬ûɵعͲtensornetwork.

https://arxiv.org/abs/1905.01330v1

ͨ״ƥGANʵֿٿɿصıת

https://arxiv.org/abs/1905.01354v1

ʵ˻Ի

https://arxiv.org/abs/1905.01641

AI

Google AI OpenImage V5ͬʱOpenImage ChallengeICCV2019

https://ai.googleblog.com/2019/05/announcing-open-images-v5-and-iccv-2019.html

Google AIGoogleLandmarks V2 KaggleChallenges2019ϵĵرʶս

https://ai.googleblog.com/2019/05/announcing-open-images-v5-and-iccv-2019.html

ר߽

Christopher DossmanWonder Technologiesϯݿѧңڱ5ꡣѧϰϵͳרңڿµAIƷӵзḻľ顣׿ԽĹ̾飬1000ѧ˽ѧϰ

 

׷΢Źںţժ߸˹۵㣬ѶͶ߾ݴ˲Ե

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