ժרƷߣChristopherDossman룺fumaJiaxu
ҺãϸAIScholar WeeklyĿֺʹҼ
AI ScholarWeeklyAIѧרΪ³ȫ桢ȵAIѧһÿAIѧǰѶ
ÿܸ£AIУÿܴһƪʼ
ܹؼʣԿ磬ලѧϰرʶս
ѧо
ʹYOPOԭٶԿѵ
YouOnly PropagateOnceYOPO㷨УоԱ˳һּٶԿѵЧԡǽĶԿѵ֯Ϊ컯ϷΪ俪ǽPontryaginļԭ
ͨԭǷֶԿֻһȨϣڽԿ´ӷݶȼз
YOPO˷ݶĴ˼ʱ䡣Ϊ֤ЧԣоԱMNISTCIFAR10Ͻʵ飬ʹYOPOѵģPGDԿѵģݺͶԿŶϾƵı֣YOPOѵģ;иܺͽϵ͵ļɱ
YOPO뵽YOLOYOLOͬǣYOPO㷨ǽǽԭһַǽļԭкܴDZΪ㷨ƣӶֽԿºݷ
ϣYOPOܹΪǿMLӦóԿʾ
ԭģ
https://arxiv.org/abs/1905.00877v2
㷢˶Կʾϲ㣬ڿʼDzbug
봫ͳ۵෴һȺѧһֹڶԿʾ¹۵㡣ǵ˵ԿԵʾȻڱѧϰݼеĸ߶Ԥ³
֤˶ԿԵʾֱӹڷ³Ĵڡ³Ϊݷֲģʽеõľи߶ԤԵ˵Ǵġ
ǽԿΪලѧϰʽҪԿģͶøԵֱӽ
ͨȷؽͱݼ³ĺͷ³Ϊǵļṩ֧֡⣬DZķǿܶõƹġ
оеоƺóֻۣڲ³ѵʱѧϰȫȷȫȽľ߽߱硣ˣЩԪشʵݼУѡƸǡǷ³ĸ߶ԤӦòΪ档
⣬ӿɽԵĽǶֻҪģڷ³Ͳģͽͼȶȫģ͡Ϊ˻ÿɽͺǿģͣҪٽģѵ
ԭģ
https://arxiv.org/abs/1905.02175v2
һMobileNetV3
2017꣬GoogleAIMobileNetsּӾģּڿ豸ǶʽӦóԴ£ЧȵȷԡڣоԱMobileNetV3˻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.һомֵһڶලѧϰػϷоĽһ,⽲ٽԴ㷨Чص̽
Ŀǰ,MixMatchʵָõIJ˽еȷԺ˽ԡ
ԭģ
https://arxiv.org/abs/1905.02249v1
ĶԿʽٱ
ڽڵо,ȸоԱһսԵĿ꣺ڲṩ߶ԼȶĿ£±ģѡ
оԱ֣ѵԱ±еͼЩͼκԭʼĿռṹ±ǿܵġǻ֣ѵϵͳܵԿʽ±̵Ӱ죬ʹݽṹҪеݽṹܴ£±Ȼdzɹġ
ǶͼеķжԿʽ±̵ʾƵĹƵƵıܳɹRNNsĶԿʽ±ΪֻҪRNNҵִм룬Ϳ±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
α༭ HN003
