Research map / Vision-language and multimodal / Human and embodied modeling
Connecting Language to Images: A Progressive Attention-Guided Network for Simultaneous Image Captioning and Language Grounding
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add Attention update (bounding-box-guided attention refinement) (ablation) | PAGNet · COCO test | CIDEr: 86.1 -> 118.6 | Helped |
| add MIL classification (ablation) | PAGNet · COCO test | CIDEr: 110.3 -> 118.6 | Helped |
| add Attention update (ablation) | PAGNet · Flickr30k Entities test | CIDEr: 49.6 -> 57.5 | Helped |
| add MIL classification (ablation) | PAGNet · Flickr30k Entities test | CIDEr: 54.3 -> 57.5 | Helped |
| add Attention update (ablation) | PAGNet · Flickr30k Entities test | grounding mAP (%): 30.4 -> 40.7 | Helped |
| add MIL classification (ablation) | PAGNet · Flickr30k Entities test | grounding mAP (%): 34.9 -> 40.7 | Helped |
| PAGNet vs best baseline up-down | PAGNet · COCO test | CIDEr: 113.5 -> 118.6 | Helped |
| PAGNet vs best baseline up-down | PAGNet · COCO test | BLEU-4: 36.2 -> 40.8 | Helped |
Closest papers by meaning
- Aligning Visual Regions and Textual Concepts for Semantic-Grounded Image Representations (NeurIPS 2019 · similarity 0.88)
- Cycle-Consistency Learning for Captioning and Grounding (AAAI 2024 · similarity 0.88)
- CapRL: Stimulating Dense Image Caption Capabilities via Reinforcement Learning (ICLR 2026 · similarity 0.86)
- Top-Down Semantic Refinement for Image Captioning (AAAI 2026 · similarity 0.86)
- GeM-VG: Towards Generalized Multi-image Visual Grounding with Multimodal Large Language Models (AAAI 2026 · similarity 0.86)
- Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models (ICML 2025 · similarity 0.86)
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