Research map / Vision-language and multimodal / Human and embodied modeling
Consensus Graph Representation Learning for Better Grounded Image Captioning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add consensus representation (ablation) | CGRL · Flickr30k Entities test | CIDEr: 62.9 -> 65.2 | Helped |
| Add consensus representation (ablation) | CGRL · Flickr30k Entities test | CHAIR_i: 0.437 -> 0.347 | Helped |
| Add augmented region proposals (ablation) | CGRL · Flickr30k Entities test | CIDEr: 61.2 -> 65.2 | Helped |
| Add augmented region proposals (ablation) | CGRL · Flickr30k Entities test | CHAIR_i: 0.385 -> 0.347 | Helped |
| Add object-word grounding (ablation) | CGRL · Flickr30k Entities test | CIDEr: 65.4 -> 65.2 | Hurt |
| Add object-word grounding (ablation) | CGRL · Flickr30k Entities test | CHAIR_i: 0.379 -> 0.347 | Helped |
| Add node alignment (ablation) | CGRL · Flickr30k Entities test | CIDEr: 62.1 -> 65.2 | Helped |
| Add node alignment (ablation) | CGRL · Flickr30k Entities test | CHAIR_i: 0.392 -> 0.347 | Helped |
| Add edge alignment (ablation) | CGRL · Flickr30k Entities test | CIDEr: 64.1 -> 65.2 | Helped |
| Add edge alignment (ablation) | CGRL · Flickr30k Entities test | CHAIR_i: 0.361 -> 0.347 | Helped |
Closest papers by meaning
- Cycle-Consistency Learning for Captioning and Grounding (AAAI 2024 · similarity 0.90)
- Benchmarking Large Vision-Language Models via Directed Scene Graph for Comprehensive Image Captioning (CVPR 2025 · similarity 0.89)
- PostAlign: Multimodal Grounding as a Corrective Lens for MLLMs (ICLR 2026 · similarity 0.88)
- Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning (ICLR 2025 · similarity 0.88)
- Connecting the Dots: Training-Free Visual Grounding via Agentic Reasoning (AAAI 2026 · similarity 0.87)
- SGDiff: Scene Graph Guided Diffusion Model for Image Collaborative SegCaptioning (AAAI 2025 · similarity 0.87)
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