Open Access
Table D.2
Architecture of the optimized CNNs applied to WEAVE (red and full spectra) and VIPERS data.
| Model | Type | Size | Additional Info |
|---|---|---|---|
| WEAVE | Input | 4020 | |
| red part | Masking | 4020 | Mask value: 0 |
| Conv | (4020, 32) | Kernel Size: 5 Act.: ReLU |
|
| MaxPooling | (2010, 32) | Pool Size: 2 | |
| Conv | (2010, 160) | Kernel Size: 5 Act.: ReLU |
|
| MaxPooling | (1050, 160) | Pool Size: 2 | |
| Conv | (1005, 64) | Kernel Size: 3 Act.: ReLU |
|
| MaxPooling | (335, 64) | Pool Size: 2 | |
| Conv | (335, 256) | Kernel Size: 5 Act.: ELU |
|
| Flatten | 28416 | ||
| Dense | 384 | Act.: ReLU | |
| Dense | 1024 | Act.: ReLU | |
| Dense | 5000 | Act.: ReLU | |
| WEAVE | Input | 5000 | |
| full spectra | Masking | 5000 | Mask value: 0 |
| Conv | (5000, 256) | Kernel Size: 5 Act.: ELU |
|
| MaxPooling | (2500, 256) | Pool Size: 2 | |
| Conv | (2500, 192) | Kernel Size: 3 Act.: ReLU |
|
| MaxPooling | (833, 192) | Pool Size: 2 | |
| Conv | (833, 64) | Kernel Size: 3 Act.: ReLU |
|
| MaxPooling | (277, 64) | Pool Size: 2 | |
| Conv | (277, 160) | Kernel Size: 3 Act.: ELU |
|
| MaxPooling | (92, 162) | Pool Size: 2 | |
| Dropout | (92, 162) | Drop rate: 0.2 | |
| Flatten | 14720 | ||
| Dense | 512 | Act.: ReLU | |
| Dense | 1024 | Act.: ReLU | |
| Dense | 5000 | Act.: ReLU | |
| VIPERS | Input | 2000 | |
| Masking | 2000 | Mask value: 0 | |
| Conv | (2000, 32) | Kernel Size: 5 Act.: ReLU |
|
| MaxPooling | (1000, 32) | Pool Size: 2 | |
| Conv | (1000, 160) | Kernel Size: 5 Act.: ReLU |
|
| MaxPooling | (500, 160) | Pool Size: 2 | |
| Conv | (500, 64) | Kernel Size: 3 Act.: ReLU |
|
| MaxPooling | (166, 64) | Pool Size: 2 | |
| Conv | (166, 256) | Kernel Size: 5 Act.: ELU |
|
| MaxPooling | (55, 256) | Pool Size: 2 | |
| Flatten | 14080 | ||
| Dense | 384 | Act.: ReLU | |
| Dense | 1024 | Act.: ReLU | |
| Dense | 2000 | Act.: ReLU |
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