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DL_YEs or No_Quiz 6

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DL_YEs or No_Quiz 6
 

DL_YEs or No_Quiz 6Online version

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by Siva Ranjini
1

RoI Pooling is the operation that converts variable-size region proposals into a fixed-size feature representation that can be fed to the detection head.

2

The RPN scans the shared convolutional feature map with a small spatial sliding window (typically 3 × 3) to produce proposals at each location

3

The GAN generator is trained without ever directly seeing real data — it learns only via gradient signals back-propagated through the discriminator

4

Conditional GANs (cGANs) cannot generate samples from a specified class without retraining the entire model from scratch

5

In time-series forecasting, ordinary k-fold cross-validation that randomly shuffles samples is the recommended evaluation strategy.

6

A predictive model trained on time-stamped patient data without temporal validation can overfit by leaking future information into the training set.

7

The Region Proposal Network and the detection head in Faster R-CNN do NOT share convolutional features — each has its own separate backbone

8

Two-stage detectors first classify objects and then generate region proposals.

9

The Dice coefficient and the Intersection-over-Union (IoU) are mathematically related by Dice = 2·IoU / (1 + IoU).

10

The original U-Net (Ronneberger, Fischer, Brox 2015) included batch normalisation between every convolution and ReLU

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