Exploring the Next Generation of Data

XD-MAP: Cross-Modal Domain Adaptation via Semantic Parametric Maps for Scalable Training Data Generation

Frank Bieder,

Hendrik Königshof,

Haohao Hu,

Fabian Immel,

Yinzhe Shen,

Jan-Hendrik Pauls,

Christoph Stiller

[pdf]

[bibtex]

@InProceedings{Bieder_2026_CVPR, author = {Bieder, Frank and K\"onigshof, Hendrik and Hu, Haohao and Immel, Fabian and Shen, Yinzhe and Pauls, Jan-Hendrik and Stiller, Christoph}, title = {XD-MAP: Cross-Modal Domain Adaptation via Semantic Parametric Maps for Scalable Training Data Generation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3062-3071} }

Data Warmup: Complexity-Aware Curricula for Efficient Diffusion Training

Jinhong Lin,

Pan Wang,

Zitong Zhan,

Lin Zhang,

Pedro Morgado

[pdf] [arXiv]

[bibtex]

@InProceedings{Lin_2026_CVPR, author = {Lin, Jinhong and Wang, Pan and Zhan, Zitong and Zhang, Lin and Morgado, Pedro}, title = {Data Warmup: Complexity-Aware Curricula for Efficient Diffusion Training}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3072-3081} }

Iterative Definition Refinement for Zero-Shot Classification via LLM-Based Semantic Prototype Optimization

Naeem Rehmat,

Muhammad Saad Saeed,

Ijaz Ul Haq,

Khalid Malik

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Rehmat_2026_CVPR, author = {Rehmat, Naeem and Saeed, Muhammad Saad and Haq, Ijaz Ul and Malik, Khalid}, title = {Iterative Definition Refinement for Zero-Shot Classification via LLM-Based Semantic Prototype Optimization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3082-3091} }

CADLoop: An Equivariant-Aware Skill-Grounded Loop for CAD Data Curation

Haozhe Zhang,

Miaomiao Chen,

Kaichen Liu

[pdf]

[bibtex]

@InProceedings{Zhang_2026_CVPR, author = {Zhang, Haozhe and Chen, Miaomiao and Liu, Kaichen}, title = {CADLoop: An Equivariant-Aware Skill-Grounded Loop for CAD Data Curation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3092-3100} }