Research map / Detection and segmentation / Open-set and few-shot detection
Referring Relationships
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use iterative predicate and inverse-predicate attention shifts instead of entity-only co-occurrence | SSAS · CLEVR | Mean IoU (S): 0.691 -> 0.778 | Helped |
| Use iterative predicate and inverse-predicate attention shifts instead of entity-only co-occurrence | SSAS · VRD | Mean IoU (S): 0.347 -> 0.369 | Helped |
| Use iterative predicate and inverse-predicate attention shifts instead of entity-only co-occurrence | SSAS · Visual Genome | Mean IoU (S): 0.414 -> 0.421 | Helped |
| Increase inference from 1 to 2 iterations (ablation) | SSAS · CLEVR | Mean IoU (S): 0.742 -> 0.777 | Helped |
| Increase inference from 1 to 2 iterations (ablation) | SSAS · VRD | Mean IoU (S): 0.358 -> 0.365 | Helped |
| Increase inference from 1 to 2 iterations (ablation) | SSAS · Visual Genome | Mean IoU (S): 0.426 -> 0.422 | Hurt |
| Increase inference from 2 to 3 iterations (ablation) | SSAS · CLEVR | Mean IoU (S): 0.777 -> 0.778 | Helped |
| Increase inference from 2 to 3 iterations (ablation) | SSAS · VRD | Mean IoU (S): 0.365 -> 0.369 | Helped |
| Increase inference from 2 to 3 iterations (ablation) | SSAS · Visual Genome | Mean IoU (S): 0.422 -> 0.421 | No clear effect |
| Train with the subject or object randomly masked at drop rate 0.3 | SSAS · VRD, no subject | S-IoU: 0.208 -> 0.335 | Helped |
| Train with entity masking and infer without both entity categories | SSAS · VRD, only predicate | S-IoU: 0.024 -> 0.334 | Helped |
Closest papers by meaning
- Few-Shot Referring Relationships in Videos (CVPR 2023 · similarity 0.89)
- Relationship Proposal Networks (CVPR 2017 · similarity 0.88)
- DreamRelation: Bridging Customization and Relation Generation (CVPR 2025 · similarity 0.85)
- Relational Distant Supervision for Image Captioning without Image-Text Pairs (AAAI 2024 · similarity 0.85)
- RefDetector: A Simple Yet Effective Matching-based Method for Referring Expression Comprehension (AAAI 2025 · similarity 0.85)
- Rex-Thinker: Grounded Object Referring via Chain-of-Thought Reasoning (ICLR 2026 · similarity 0.85)
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