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Tagging Like Humans: Diverse and Distinct Image Annotation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Train DPP tag sampling with GAN and noise perturbations instead of DIA's fixed-distribution training | D2IA-GAN · ESP Game, single subset, 3 tags | F1-sp: 33.61 -> 34.93 | Helped |
| Train DPP tag sampling with GAN and noise perturbations instead of DIA's fixed-distribution training | D2IA-GAN · ESP Game, single subset, 5 tags | F1-sp: 35.78 -> 36.06 | Helped |
| Generate multiple tag subsets from noise-perturbed DPP distributions rather than one fixed DPP distribution | D2IA-GAN · ESP Game, ensemble subset, 3 tags | F1-sp: 32.39 -> 36.71 | Helped |
| Generate multiple tag subsets from noise-perturbed DPP distributions rather than one fixed DPP distribution | D2IA-GAN · ESP Game, ensemble subset, 5 tags | F1-sp: 34.31 -> 35.82 | Helped |
| Train DPP tag sampling with GAN and noise perturbations instead of DIA's fixed-distribution training | D2IA-GAN · IAPRTC-12, single subset, 3 tags | F1-sp: 29.87 -> 31.04 | Helped |
| Train DPP tag sampling with GAN and noise perturbations instead of DIA's fixed-distribution training | D2IA-GAN · IAPRTC-12, single subset, 5 tags | F1-sp: 34.11 -> 34.41 | Helped |
| Generate multiple tag subsets from noise-perturbed DPP distributions rather than one fixed DPP distribution | D2IA-GAN · IAPRTC-12, ensemble subset, 3 tags | F1-sp: 32.39 -> 34.44 | Helped |
| Generate multiple tag subsets from noise-perturbed DPP distributions rather than one fixed DPP distribution | D2IA-GAN · IAPRTC-12, ensemble subset, 5 tags | F1-sp: 34.31 -> 35.34 | Helped |
| Use D2IA-GAN instead of DIA to produce tag sets for human comparison | D2IA-GAN · ESP Game, human evaluation, 3 tags | human preference wins: 135 -> 240 | Helped |
Closest papers by meaning
- Diverse Image Annotation (CVPR 2017 · similarity 0.92)
- Kill Two Birds With One Stone: Weakly-Supervised Neural Network for Image Annotation and Tag Refinement (AAAI 2018 · similarity 0.87)
- Tag2Text: Guiding Vision-Language Model via Image Tagging (ICLR 2024 · similarity 0.85)
- Revisiting text-to-image evaluation with Gecko: on metrics, prompts, and human rating (ICLR 2025 · similarity 0.83)
- Low-Biased General Annotated Dataset Generation (CVPR 2025 · similarity 0.83)
- Image Generation Diversity Issues and How to Tame Them (CVPR 2025 · similarity 0.83)
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