Research map / Video / Video segmentation and tracking
Query-Memory Re-Aggregation for Weakly-supervised Video Object Segmentation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace one-stage aggregation with two-stage re-aggregation (ablation) | QMRA · DAVIS 2016 | Jm: 81.4 -> 84.2 | Helped |
| Align query and memory inputs consistently in the second stage (ablation) | QMRA · DAVIS 2016 | Jm: 82.8 -> 84.2 | Helped |
| Use a shared memory encoder for query and memory features (ablation) | QMRA · DAVIS 2016 | Jm: 82.4 -> 84.2 | Helped |
| Add Query-Memory Aggregation (ablation) | QMRA · DAVIS 2016 | Jm: 72.2 -> 84.2 | Helped |
| Add Bidirectional Channel Aggregation (ablation) | QMRA · DAVIS 2016 | Jm: 81.8 -> 84.2 | Helped |
| Add the Cascaded Refinement Module (ablation) | QMRA · DAVIS 2016 | Jm: 82.2 -> 84.2 | Helped |
| Add CoordConv to CRM (ablation) | QMRA · DAVIS 2016 | Jm: 82.8 -> 84.2 | Helped |
| Use extra memory frames (ablation) | QMRA · DAVIS 2016 | Jm: 82.5 -> 84.2 | Helped |
| Add COCO to pre-training (ablation) | QMRA · DAVIS 2016 | Jm: 84.2 -> 84.7 | Helped |
Closest papers by meaning
- Memory Aggregation Networks for Efficient Interactive Video Object Segmentation (CVPR 2020 · similarity 0.88)
- Learning Position and Target Consistency for Memory-Based Video Object Segmentation (CVPR 2021 · similarity 0.87)
- Siamese Network with Interactive Transformer for Video Object Segmentation (AAAI 2022 · similarity 0.87)
- Weakly Supervised Instance Segmentation for Videos With Temporal Mask Consistency (CVPR 2021 · similarity 0.87)
- Recurrent Dynamic Embedding for Video Object Segmentation (CVPR 2022 · similarity 0.86)
- LiVOS: Light Video Object Segmentation with Gated Linear Matching (CVPR 2025 · similarity 0.86)
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