% Key papers for T2I evaluation and controllable adapters (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2024_t2i_7464, title = {{T2I-Adapter: Learning Adapters to Dig Out More Controllable Ability for Text-to-Image Diffusion Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28226}, } @inproceedings{cvpr2024_rethinking_24629, title = {{Rethinking FID: Towards a Better Evaluation Metric for Image Generation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30269}, } @inproceedings{neurips2023_geneval_68413, title = {{GenEval: An object-focused framework for evaluating text-to-image alignment}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73566}, } @inproceedings{cvpr2023_toward_22362, title = {{Toward Verifiable and Reproducible Human Evaluation for Text-to-Image Generation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22014}, } @inproceedings{cvpr2024_gpt_23558, title = {{GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31541}, } @inproceedings{cvpr2024_rich_24660, title = {{Rich Human Feedback for Text-to-Image Generation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29725}, } @inproceedings{neurips2023_t2i_69909, title = {{T2I-CompBench: A Comprehensive Benchmark for Open-world Compositional Text-to-image Generation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73424}, } @inproceedings{cvpr2024_scaling_24744, title = {{Scaling Laws of Synthetic Images for Model Training ... for Now}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30215}, } @inproceedings{neurips2023_optimizing_67257, title = {{Optimizing Prompts for Text-to-Image Generation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72460}, } @inproceedings{cvpr2024_enhance_23366, title = {{Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31002}, } @inproceedings{aaai2020_reinforcing_101274, title = {{Reinforcing an Image Caption Generator Using Off-Line Human Feedback}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5655}, } @inproceedings{aaai2024_a_5052, title = {{A Picture Is Worth a Thousand Words: Co-designing Text-to-Image Generation Learning Materials for K-12 with Educators}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30373}, } @inproceedings{aaai2025_llm4gen_9679, title = {{LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32588}, } @inproceedings{neurips2023_holistic_69576, title = {{Holistic Evaluation of Text-to-Image Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73453}, } @inproceedings{cvpr2024_tailored_24953, title = {{Tailored Visions: Enhancing Text-to-Image Generation with Personalized Prompt Rewriting}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29918}, } @inproceedings{aaai2025_perception_10281, title = {{Perception-Guided Jailbreak Against Text-to-Image Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34821}, } @inproceedings{cvpr2024_discriminative_23227, title = {{Discriminative Probing and Tuning for Text-to-Image Generation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30590}, } @inproceedings{neurips2024_reno_71779, title = {{ReNO: Enhancing One-step Text-to-Image Models through Reward-based Noise Optimization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95513}, } @inproceedings{neurips2022_mutual_66344, title = {{Mutual Information Divergence: A Unified Metric for Multimodal Generative Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/55019}, } @inproceedings{neurips2024_guardt2i_71262, title = {{GuardT2I: Defending Text-to-Image Models from Adversarial Prompts}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95982}, } @inproceedings{cvpr2025_dreamomni_26002, title = {{DreamOmni: Unified Image Generation and Editing}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34577}, } @inproceedings{neurips2024_beyond_70403, title = {{Beyond Aesthetics: Cultural Competence in Text-to-Image Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97855}, } @inproceedings{neurips2025_ultrahr_76635, title = {{UltraHR-100K: Enhancing UHR Image Synthesis with A Large-Scale High-Quality Dataset}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=LVRGLn1Ejj}, } @inproceedings{icml2024_not_44800, title = {{Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33652}, } @inproceedings{aaai2026_evalmuse_100718, title = {{EvalMuse-40K: A Fine-Grained Benchmark with Comprehensive Human Annotations for Text-to-Image Generation Model Alignment Evaluation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/42458}, } @inproceedings{cvpr2025_adapting_25437, title = {{Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34792}, } @inproceedings{cvpr2025_science_27594, title = {{Science-T2I: Addressing Scientific Illusions in Image Synthesis}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32707}, }