Research map / Detection and segmentation / CNN features
Multi-Scale Patch Aggregation (MPA) for Simultaneous Detection and Segmentation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use 3-scale rather than 1-scale input (ablation) | MPA · VOC 2012 segmentation val | AP r: 60.3 -> 62.1 | Helped |
| use 3-scale rather than 1-scale input (ablation) | MPA · VOC 2012 segmentation val | AP r vol: 54.5 -> 56.5 | Helped |
| use 3-scale rather than 1-scale input (ablation) | MPA · VOC 2012 segmentation val | AP r: 54.6 -> 56.6 | Helped |
| use 3-scale input rather than 1-scale input (ablation) | MPA · VOC 2012 SDS val | AP r | Helped |
| use 3-scale rather than 1-scale input (ablation) | MPA · COCO | mAP r @ IoU=[0.5 : 0.95]: 17.7/17.7 -> 20.1/20.4 | Helped |
| use 3-scale rather than 1-scale input (ablation) | MPA · COCO | mAP r @ IoU=0.5: 31.5/31.6 -> 35.4/35.6 | Helped |
| use 3-scale rather than 1-scale input (ablation) | MPA · COCO | mAP r @ IoU=0.75: 17.8/17.7 -> 20.4/20.7 | Helped |
| aggregate overlapping patch masks to infer instances | MPA · VOC 2012 segmentation val | AP r | Helped |
Closest papers by meaning
- PatchDCT: Patch Refinement for High Quality Instance Segmentation (ICLR 2023 · similarity 0.86)
- 3D-MPA: Multi-Proposal Aggregation for 3D Semantic Instance Segmentation (CVPR 2020 · similarity 0.86)
- The Devil is in the Object Boundary: Towards Annotation-free Instance Segmentation using Foundation Models (ICLR 2024 · similarity 0.85)
- Multi-view Aggregation Network for Dichotomous Image Segmentation (CVPR 2024 · similarity 0.84)
- Learning Hierarchical Image Segmentation For Recognition and By Recognition (ICLR 2024 · similarity 0.84)
- AGILE3D: Attention Guided Interactive Multi-object 3D Segmentation (ICLR 2024 · similarity 0.83)
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