Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models...

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Efficient Semantic Segmentation using Gradual Grouping Nikitha Vallurupalli 1 , Sriharsha Annamaneni 1 , Girish Varma 1 , C V Jawahar 1 , Manu Mathew 2 , Soyeb Nagori 2 IIIT Hyderabad 1 , TI Bangalore 2

Transcript of Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models...

Page 1: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

Efficient Semantic Segmentation using Gradual Grouping

Nikitha Vallurupalli1, Sriharsha Annamaneni1, Girish Varma1, C V Jawahar1, Manu Mathew2, Soyeb Nagori2

IIIT Hyderabad1, TI Bangalore2

Page 2: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

Image / annotation from cityscapes dataset

Page 3: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

Sparse, Quantized, Full Frame CNN for Low Power Embedded Devices, Oral Presentation at CVPRW, 2017 Manu Mathew, Kumar Desappan, Pramod Kumar, Soyeb Nagori

Page 4: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

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Page 5: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

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Page 6: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

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Page 7: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80
Page 8: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

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Page 9: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

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Page 10: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

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Page 12: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

Page 13: Efficient Semantic Segmentation using Gradual Grouping · 2020. 4. 8. · DG29 18 16 20 Models ERFNet-pretrained D*-proposed DG2*-proposed DG4*-proposed IOU 72.10 68.39 66.10 63.80

Thank you!