Reading: IGCV3 — Interleaved Low-Rank Group Convolutions (Image Classification)

Inspiration from (a) and (b) to form (c)

Outline

1. Related Prior Arts

1.1. Interleaved Group Convolution (IGCV1)

IGCV1

1.2. Interleaved Structured Sparse Convolution (IGCV2)

IGCV2

1.3. MobileNetV1

Depthwise Separable Convolution in MobileNetV1

1.4. MobileNetV2

Inverted Bottleneck in MobileNetV2

2. Interleaved Low-Rank Group Convolutions: IGCV3

Interleaved Low-Rank Group Convolutions: IGCV3

3. Ablation Study

3.1. Deeper and wider networks

Accuracy on CIFAR and ImageNet

3.2. ReLU Positions

Accuracy on CIFAR and ImageNet

3.3. Number of branches in group convolutions

Accuracy on CIFAR and ImageNet

4. SOTA Comparisons

4.1. Comparisons with IGCV1 and IGCV2

Accuracy on CIFAR and ImageNet

4.2. Comparisons with Other Mobile Networks

Accuracy on CIFAR and ImageNet
Accuracy on ImageNet

4.3. COCO Detection

mAP in MS COCO Detection

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