Publications

@misc{geodleveragingv-2025/4,
  title={Geo4D: Leveraging Video Generators for Geometric 4D Scene Reconstruction},
  author={Jiang Z, Zheng C, Laina I, Larlus D & Vedaldi A},
  year = "2025"
}

@misc{syncitytraining-2025/3,
  title={SynCity: Training-Free Generation of 3D Worlds},
  author={Engstler P, Shtedritski A, Laina I, Rupprecht C & Vedaldi A},
  year = "2025"
}

@inproceedings{learningsegment-2025/2,
  title={Learning segmentation from point trajectories},
  author={Karazija L, Laina I, Rupprecht C & Vedaldi A},
  booktitle={38th Conference on Neural Information Processing Systems (NeurIPS 2024)},
  pages={112573-112597},
  year = "2025"
}

@misc{learningsegment-2025/1,
  title={Learning segmentation from point trajectories},
  author={Karazija L, Laina I, Rupprecht C & Vedaldi A},
  year = "2025"
}

BibTeX

@misc{rethinkingimage-2025/,
  title={Rethinking Image Super-Resolution from Training Data Perspectives},
  author={Ohtani G, Tadokoro R, Yamada R, Asano YM, Laina I et al.},
  year = "2025"
}

BibTeX

@misc{scalingbackward-2025/,
  title={Scaling Backwards: Minimal Synthetic Pre-Training?},
  author={Nakamura R, Tadokoro R, Yamada R, Asano YM, Laina I et al.},
  year = "2025"
}

BibTeX

@misc{dawareinstances-2025/,
  title={3D-Aware Instance Segmentation and Tracking in Egocentric Videos},
  author={Bhalgat Y, Tschernezki V, Laina I, Henriques JF, Vedaldi A et al.},
  year = "2025"
}

BibTeX

@misc{partgenpartleve-2024/12,
  title={PartGen: Part-level 3D Generation and Reconstruction with Multi-View Diffusion Models},
  author={Chen M, Shapovalov R, Laina I, Monnier T, Wang J et al.},
  year = "2024"
}

BibTeX

@inproceedings{dawareinstances-2024/12,
  title={3D-aware instance segmentation and tracking in egocentric videos},
  author={Bhalgat Y, Tschernezki V, Laina I, Henriques J, Vedaldi A et al.},
  booktitle={17th Asian Conference on Computer Vision (ACCV 2024)},
  pages={347-364},
  year = "2024"
}

BibTeX

@inproceedings{nfhierarchicals-2024/11,
  title={N2F2: hierarchical scene understanding with nested neural feature fields},
  author={Bhalgat Y, Laina I, Henriques J, Zisserman A & Vedaldi A},
  booktitle={20th European Conference on Computer Vision (ECCV 2024)},
  pages={197-214},
  year = "2024"
}

@inproceedings{contrastivelift-2024/10,
  title={Contrastive lift: 3D object instance segmentation by slow-fast contrastive fusion},
  author={Bhalgat Y, Laina I, Henriques J, Zisserman A & Vedaldi A},
  booktitle={37th Conference in Neural Information Processing Systems (NeurIPS 2023)},
  pages={9092},
  year = "2024"
}

BibTeX

@inproceedings{diffusionmodels-2024/10,
  title={Diffusion models for open-vocabulary segmentation},
  author={Karazija L, Laina I, Vedaldi A & Rupprecht C},
  booktitle={20th European Conference on Computer Vision (ECCV 2024)},
  pages={299-317},
  year = "2024"
}

BibTeX

@misc{splattrzeroshot-2024/8,
  title={Splatt3R: Zero-shot Gaussian Splatting from Uncalibrated Image Pairs},
  author={Smart B, Zheng C, Laina I & Prisacariu VA},
  year = "2024"
}

BibTeX

@misc{dawareinstances-2024/8,
  title={3D-aware instance segmentation and tracking in egocentric videos},
  author={Bhalgat Y, Tschernezki V, Laina I, Henriques J, Vedaldi A et al.},
  year = "2024"
}

BibTeX

@inproceedings{shapeditorinstr-2024/5,
  title={SHAP-EDITOR: instruction-guided latent 3D editing in seconds},
  author={Chen M, Xie J, Laina I & Vedaldi A},
  booktitle={Conference on Computer Vision and Pattern Recognition (CVPR 2024)},
  pages={26446-26456},
  year = "2024"
}

BibTeX

@misc{whenllmsstepint-2024/5,
  title={When LLMs step into the 3D World: A Survey and Meta-Analysis of 3D Tasks via Multi-modal Large Language Models},
  author={Ma X, Bhalgat Y, Smart B, Chen S, Li X et al.},
  year = "2024"
}

BibTeX

@inproceedings{trainingfreelay-2024/4,
  title={Training-free layout control with cross-attention guidance},
  author={Chen M, Laina I & Vedaldi A},
  booktitle={IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2024)},
  pages={5331-5341},
  year = "2024"
}

BibTeX

@misc{invisiblestitch-2024/4,
  title={Invisible stitch: generating smooth 3D scenes with depth inpainting},
  author={Engstler P, Vedaldi A, Laina I & Rupprecht C},
  year = "2024"
}

BibTeX

@misc{dgedirectgaussi-2024/4,
  title={DGE: Direct Gaussian 3D editing by consistent multi-view editing},
  author={Chen M, Laina I & Vedaldi A},
  year = "2024"
}

BibTeX

@misc{nfhierarchicals-2024/3,
  title={N2F2: Hierarchical Scene Understanding with Nested Neural Feature Fields},
  author={Bhalgat Y, Laina I, Henriques JF, Zisserman A & Vedaldi A},
  year = "2024"
}

BibTeX

@misc{imditerativemul-2024/2,
  title={IM-3D: iterative multiview diffusion and reconstruction for high-quality 3D generation},
  author={Melas-Kyriazi L, Laina I, Rupprecht C, Neverova N, Vedaldi A et al.},
  year = "2024"
}

@inproceedings{epicfieldsmarry-2024/1,
  title={EPIC Fields: marrying 3D geometry and video understanding},
  author={Tschernezki V, Darkhalil A, Zhu Z, Fouhey D, Laina I et al.},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS2023)},
  pages={26485-26500},
  year = "2024"
}

@inproceedings{imditerativemul-2024/1,
  title={IM-3D: Iterative Multiview Diffusion and Reconstruction for High-Quality 3D Generation},
  author={Melas-Kyriazi L, Laina I, Rupprecht C, Neverova N, Vedaldi A et al.},
  pages={35310-35323},
  year = "2024"
}

BibTeX

@misc{shapeditorinstr-2023/12,
  title={SHAP-EDITOR: Instruction-guided Latent 3D Editing in Seconds},
  author={Chen M, Xie J, Laina I & Vedaldi A},
  year = "2023"
}

BibTeX

@inproceedings{realfusionrecon-2023/8,
  title={RealFusion: 360 reconstruction of any object from a single image},
  author={Melas-Kyriazi L, Laina I, Rupprecht C & Vedaldi A},
  booktitle={Conference on Computer Vision and Pattern Recognition (CVPR 2023)},
  pages={8446-8455},
  year = "2023"
}

BibTeX

@misc{diffusionmodels-2023/6,
  title={Diffusion models for open-vocabulary segmentation},
  author={Karazija L, Vedaldi A, Laina I & Rupprecht C},
  year = "2023"
}

BibTeX

@misc{contrastivelift-2023/6,
  title={Contrastive Lift: 3D Object Instance Segmentation by Slow-Fast Contrastive Fusion},
  author={Bhalgat Y, Laina I, Henriques JF, Zisserman A & Vedaldi A},
  year = "2023"
}

BibTeX

@misc{epicfieldsmarry-2023/6,
  title={EPIC Fields: marrying 3D geometry and video understanding},
  author={Tschernezki V, Darkhalil A, Zhu Z, Fouhey D, Laina I et al.},
  year = "2023"
}

BibTeX

@misc{trainingfreelay-2023/4,
  title={Training-free layout control with cross-attention guidance},
  author={Chen M, Laina I & Vedaldi A},
  year = "2023"
}

BibTeX

@inproceedings{neuralfeaturefu-2023/2,
  title={Neural feature fusion fields: 3D distillation of self-supervised 2D image representations},
  author={Tschernezki V, Laina I, Larlus D & Vedaldi A},
  booktitle={10th International Conference on 3D Vision (3DV 2022)},
  pages={443-453},
  year = "2023"
}

BibTeX

@misc{realfusionrecon-2023/2,
  title={RealFusion: 360° reconstruction of any object from a single image},
  author={Melas-Kyriazi L, Rupprecht C, Laina I & Vedaldi A},
  year = "2023"
}

@inproceedings{guesswhatmovesu-2022/11,
  title={Guess what moves: unsupervised video and image segmentation by anticipating motion},
  author={Choudhury S, Karazija L, Laina I, Vedaldi A & Rupprecht C},
  booktitle={33rd British Machine Vision Conference (BMVC 2022)},
  year = "2022"
}

BibTeX

@misc{unsupervisedmul-2022/10,
  title={Unsupervised multi-object segmentation by predicting probable motion patterns},
  author={Karazija L, Choudhury S, Laina I, Rupprecht C & Vedaldi A},
  year = "2022"
}

BibTeX

@inproceedings{deepspectralmet-2022/9,
  title={Deep spectral methods: a surprisingly strong baseline for unsupervised semantic segmentation and localization},
  author={Melas-Kyriazi L, Rupprecht C, Laina I & Vedaldi A},
  booktitle={IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR 2022)},
  pages={8354-8365},
  year = "2022"
}

BibTeX

@misc{neuralfeaturefu-2022/9,
  title={Neural feature fusion fields: 3D distillation of self-supervised 2D image representations},
  author={Tschernezki V, Laina I, Larlus D & Vedaldi A},
  year = "2022"
}

BibTeX

@misc{measuringtheint-2022/9,
  title={Measuring the interpretability of unsupervised representations via quantized reverse probing},
  author={Laina I, Asano YM & Vedaldi A},
  year = "2022"
}

BibTeX

@misc{guesswhatmovesu-2022/5,
  title={Guess what moves: unsupervised video and image segmentation by anticipating motion},
  author={Choudhury S, Karazija L, Laina I, Vedaldi A & Rupprecht C},
  year = "2022"
}

BibTeX

@misc{deepspectralmet-2022/5,
  title={Deep spectral methods: a surprisingly strong baseline for unsupervised semantic segmentation and localization},
  author={Melas-Kyriazi L, Rupprecht C, Laina I & Vedaldi A},
  year = "2022"
}

@inproceedings{thecuriouslaype-2022/3,
  title={The curious layperson: fine-grained image recognition without expert labels},
  author={Choudhury S, Laina I, Rupprecht C & Vedaldi A},
  booktitle={32nd British Machine Vision Conference (BMVC 2021)},
  year = "2022"
}

@inproceedings{unsupervisedmul-2022/1,
  title={Unsupervised multi-object segmentation by predicting probable motion patterns},
  author={Karazija L, Choudhury S, Laina I, Rupprecht C & Vedaldi A},
  booktitle={36th Neural Information Processing Systems (NeurIPS 2022)},
  year = "2022"
}

@inproceedings{unsupervisedpar-2021/12,
  title={Unsupervised part discovery from contrastive reconstruction},
  author={Choudhury S, Laina I, Rupprecht C & Vedaldi A},
  booktitle={34th Conference on Neural Information Processing Systems (NeuRIPS 2021)},
  year = "2021"
}

BibTeX

@misc{thecuriouslaype-2021/11,
  title={The curious layperson: fine-grained image recognition without expert labels},
  author={Choudhury S, Laina I, Rupprecht C & Vedaldi A},
  year = "2021"
}

BibTeX

@misc{unsupervisedpar-2021/11,
  title={Unsupervised part discovery from contrastive reconstruction},
  author={Choudhury S, Laina I, Rupprecht C & Vedaldi A},
  year = "2021"
}

@inproceedings{measuringtheint-2021/9,
  title={Measuring the interpretability of unsupervised representations via quantized reversed probing},
  author={Laina I, Asano Y & Vedaldi A},
  booktitle={Tenth International Conference on Learning Representations (ICLR 2022)},
  year = "2021"
}

@inproceedings{findinganunsupe-2021/9,
  title={Finding an unsupervised image segmenter in each of your deep generative models},
  author={Melas-Kyriazi L, Rupprecht C, Laina I & Vedaldi A},
  booktitle={ Tenth International Conference on Learning Representations (ICLR 2022)},
  year = "2021"
}

@inproceedings{quantifyinglear-2021/7,
  title={Quantifying learnability and describability of visual concepts emerging in representation learning},
  author={Laina I, Fong RC & Vedaldi A},
  booktitle={34th Annual Conference on Neural Information Processing Systems (NeurIPS 2020)},
  pages={13112-13126},
  year = "2021"
}

BibTeX

@misc{findinganunsupe-2021/5,
  title={Finding an unsupervised image segmenter in each of your deep generative models},
  author={Melas-Kyriazi L, Rupprecht C, Laina I & Vedaldi A},
  year = "2021"
}

@inproceedings{thecuriouslaype-2021/1,
  title={The Curious Layperson: Fine-Grained Image Recognition without Expert Labels},
  author={Choudhury S, Laina I, Rupprecht C & Vedaldi A},
  year = "2021"
}

@inproceedings{clevrtexatextur-2021/1,
  title={CLEVRTEX: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation},
  author={Karazija L, Laina I & Rupprecht C},
  year = "2021"
}

BibTeX

@misc{quantifyinglear-2020/10,
  title={Quantifying learnability and describability of visual concepts emerging in representation learning},
  author={Laina I, Fong RC & Vedaldi A},
  year = "2020"
}