Research map / Detection and segmentation / Open-set and few-shot detection
Tensorize, Factorize and Regularize: Robust Visual Relationship Learning
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add the tensor-factorization relational prior to visual relationship detection | Proposed method · Scene Graph, zero-shot relationship detection | recall: ∼40% | Helped |
| Add the tensor-factorization relational prior to the scene graph pipeline | Visual Genome scene graph prediction · PredCls | R@20: at most ∼30% | Helped |
| Add the tensor-factorization relational prior to the scene graph pipeline | Visual Genome scene graph prediction · SgGen | recall: ∼10% | Helped |
| Use the relational learning module (ablation) | Visual Genome scene graph prediction · PredCls, SgCls, SgGen | recall | Helped |
| Set prior-application probability to θ = 0.2 rather than higher tested values (ablation) | Visual Genome scene graph pipeline · Visual Genome | recall | Helped |
Closest papers by meaning
- Visual Relationship Detection with Low Rank Non-Negative Tensor Decomposition (AAAI 2020 · similarity 0.92)
- Visual Relationship Detection With Deep Structural Ranking (AAAI 2018 · similarity 0.91)
- Large-Scale Visual Relationship Understanding (AAAI 2019 · similarity 0.90)
- Detecting Visual Relationships With Deep Relational Networks (CVPR 2017 · similarity 0.90)
- Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection (CVPR 2024 · similarity 0.88)
- DSGG: Dense Relation Transformer for an End-to-end Scene Graph Generation (CVPR 2024 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.