Research map / Video / Video-language understanding
Object Relational Graph With Teacher-Recommended Learning for Video Captioning
Check 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 ORG to the baseline (ablation) | Video captioning model · MSR-VTT | CIDEr: 47.9 -> 50.1 | Helped |
| add TRL using ELM-generated soft targets (ablation) | Video captioning model · MSR-VTT | CIDEr: 47.9 -> 50.4 | Helped |
| add both ORG and TRL (ablation) | Video captioning model · MSR-VTT | CIDEr: 47.9 -> 50.9 | Helped |
| add both ORG and TRL (ablation) | Video captioning model · MSVD | CIDEr: 91.7 -> 95.2 | Helped |
| replace P-ORG with C-ORG using top-5 connections (ablation) | Baseline object-relational encoder · MSR-VTT | BLEU-4: 43.1 -> 43.3 | Helped |
| increase C-ORG connections from top-1 to top-5 (ablation) | Baseline+C-ORG · MSR-VTT | CIDEr: 49.3 -> 50.1 | Helped |
| increase C-ORG connections from top-5 to top-20 (ablation) | Baseline+C-ORG · MSR-VTT | CIDEr: 50.1 -> 50.0 | Hurt |
| connect each C-ORG node to all nodes instead of top-5 (ablation) | Baseline+C-ORG · MSR-VTT | CIDEr: 50.1 -> 49.3 | Hurt |
Closest papers by meaning
- Dense Relational Captioning: Triple-Stream Networks for Relationship-Based Captioning (CVPR 2019 · similarity 0.88)
- Relational Distant Supervision for Image Captioning without Image-Text Pairs (AAAI 2024 · similarity 0.87)
- Fine-Grained Captioning of Long Videos through Scene Graph Consolidation (ICML 2025 · similarity 0.87)
- Distilling Vision-Language Models on Millions of Videos (CVPR 2024 · similarity 0.87)
- Benchmarking Large Vision-Language Models via Directed Scene Graph for Comprehensive Image Captioning (CVPR 2025 · similarity 0.86)
- Composing Object Relations and Attributes for Image-Text Matching (CVPR 2024 · similarity 0.85)
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.