Kediska Shabakadda-xakamaynta-iyo-xiisaynta

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. Maxay qabtaa tallaabada ' tuujin' ee block SE?
   • Wuxuu adeegsadaa isku geynta celceliska caalamiga ah si uu kanaal kasta ugu soo koobo hal qiime
   • U gooy sawirka ilaa cabbir ka yar
   • Ka saara kanaalada xad-dhaafka ah si joogto ah
   • Ku dabaqaa softmax ka badan meelaha bannaan
2. Waa maxay soo-saarka tillaabada 'excitation'?
   • Qayb cusub oo filtarrada convolution
   • Miisaanka kanaalka kasta wuxuu u dhexeeyaa 0 iyo 1
   • Sanduuqa xidhidhiyaha
   • Maaskaro kala-saarid
3. Sidee miisaanka xamaasadda loogu dabaqay khariidadaha muuqaalka asalka ah?
   • Lagu daray curiye-xikmad leh
   • Isku xidhan sida kanaalo cusub
   • Kanaalka oo la dhufto-caqli leh
   • Loo isticmaalo in lagu qariyo meelaha bannaan
4. Waa maxay sababta xamaasadu u isticmaasho qoorta dhalo leh saamiga dhimista (badanaa 16)?
   • Si loo kordhiyo tirada fasallada wax soo saarka
   • Si meesha looga saaro baahida qalalaasaha
   • Si aad shabakada uga dhigto mid qoto dheer
   • Si aad u ilaaliso xuduudaha lagu daray oo aad xisaabiso yar yar
5. Waa maxay tartanka SENet ku guulaysatay 2017?
   • Caqabadda kala soocida ImageNet ILSVRC
   • Caqabadda ogaanshaha COCO
   • Tartanka Kaggle Titanic
   • Halbeegga GLUE
6. Waa kuwee naqshadeeyayaasha dambe ee ku dhejiyay blocks SE si ay waxtar u yeeshaan?
   • BERT iyo GPT
   • EfficientNet iyo MobileNetV3
   • Word2Vec iyo GloVe
   • WaveNet iyo Takotron
7. In the excitation step, which activations connect the two fully connected layers in the guide’s SE block?
   • Softmax followed by ReLU
   • Tanh followed by max pooling
   • ReLU followed by sigmoid after the second projection
   • GELU followed by layer normalization
8. An SE block has C = 256 channels and reduction ratio r = 16. What is the bottleneck width?
   • 4 units
   • 32 units
   • 256 units
   • 16 units