Research map / Detection and segmentation / Open-set and few-shot detection
L-CoIns: Language-Based Colorization With Instance Awareness
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add group tokens and related group-embedding designs (ablation) | L-CoIns · Extended COCO-Stuff | PSNR: 25.249 -> 25.511 | Helped |
| add group tokens and related group-embedding designs (ablation) | L-CoIns · Multi-instance | PSNR: 24.230 -> 24.823 | Helped |
| use grouping attention instead of standard ViT transformer blocks (ablation) | L-CoIns · Extended COCO-Stuff | PSNR: 25.373 -> 25.511 | Helped |
| use grouping attention instead of standard ViT transformer blocks (ablation) | L-CoIns · Multi-instance | PSNR: 24.576 -> 24.823 | Helped |
| add luminance augmentation (ablation) | L-CoIns · Extended COCO-Stuff | PSNR: 25.475 -> 25.511 | Helped |
| add luminance augmentation (ablation) | L-CoIns · Multi-instance | PSNR: 24.382 -> 24.823 | Helped |
| add counter-color loss (ablation) | L-CoIns · Extended COCO-Stuff | PSNR: 25.361 -> 25.511 | Helped |
| add counter-color loss (ablation) | L-CoIns · Multi-instance | PSNR: 24.475 -> 24.823 | Helped |
Closest papers by meaning
- L-CAD: Language-based Colorization with Any-level Descriptions using Diffusion Priors (NeurIPS 2023 · similarity 0.90)
- ColorConceptBench: A Benchmark for Probabilistic Color-Concept Understanding in Text-to-Image Models (NeurIPS 2026 · similarity 0.85)
- Automatic Controllable Colorization via Imagination (CVPR 2024 · similarity 0.85)
- MegaCoin: Enhancing Medium-Grained Color Perception for Vision-Language Models (AAAI 2026 · similarity 0.84)
- ChromaFusionNet (CFNet): Natural Fusion of Fine-Grained Color Editing (AAAI 2024 · similarity 0.82)
- Enabling Region-Specific Control via Lassos in Point-Based Colorization (AAAI 2025 · similarity 0.82)
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