Research map / Architectures and efficiency / Neural architecture search
Customizable Architecture Search for Semantic Segmentation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add ImageNet pre-training (ablation) | CAS-GT · Cityscapes val | mIoU (%): 68.1 -> 70.4 | Helped |
| add the searched MSCell (ablation) | ImageNet pre-trained CAS-GT · Cityscapes val | mIoU (%): 70.4 -> 74.0 | Helped |
| add the searched MSCell (ablation) | ImageNet pre-trained CAS-GT · Cityscapes val | Time (ms): 23.8 -> 29.2 | Hurt |
| replace the searched MSCell with PSP (ablation) | ImageNet pre-trained CAS-GT · Cityscapes val | mIoU (%): 70.4 -> 71.5 | Helped |
| replace the searched MSCell with ASPP (ablation) | ImageNet pre-trained CAS-GT · Cityscapes val | mIoU (%): 70.4 -> 72.9 | Helped |
| replace the searched MSCell with ASPP+ (ablation) | ImageNet pre-trained CAS-GT · Cityscapes val | mIoU (%): 70.4 -> 73.9 | Helped |
| use Cityscapes coarse annotations (ablation) | CAS-GT+MSCell · Cityscapes test | mIoU (%): 70.5 -> 72.3 | Helped |
| optimize architecture using GPU time as the constraint instead of another cost constraint | CAS · Cityscapes validation | mIoU | Helped |
| increase the tradeoff parameter λ | CAS · Cityscapes validation | network cost | Helped |
| increase the tradeoff parameter λ | CAS · Cityscapes validation | mIoU | Hurt |
Closest papers by meaning
- Graph-Guided Architecture Search for Real-Time Semantic Segmentation (CVPR 2020 · similarity 0.91)
- Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation (CVPR 2019 · similarity 0.91)
- Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells (CVPR 2019 · similarity 0.89)
- SasWOT: Real-Time Semantic Segmentation Architecture Search WithOut Training (AAAI 2024 · similarity 0.87)
- Distilling Knowledge from Heterogeneous Architectures for Semantic Segmentation (AAAI 2025 · similarity 0.85)
- SCTNet: Single-Branch CNN with Transformer Semantic Information for Real-Time Segmentation (AAAI 2024 · similarity 0.84)
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