Publications - Current Year

2024

  1. Conference paper
    D2
    “CloSe: A 3D Clothing Segmentation Dataset and Model,” in 3DV 2024, 11th International Conference on 3D Vision, Davos, Switzerland, 2024.
  2. Conference paper
    D2
    “Interaction Replica: Tracking Human–Object Interaction and Scene Changes From Human Motion,” in 3DV 2024, 11th International Conference on 3D Vision, Davos, Switzerland, 2024.
  3. Conference paper
    D2
    “GAN-Avatar: Controllable Personalized GAN-based Human Head Avatar,” in 3DV 2024, 11th International Conference on 3D Vision, Davos, Switzerland, 2024.
  4. Conference paper
    D2
    “Generating Continual Human Motion in Diverse 3D Scenes,” in 3DV 2024, 11th International Conference on 3D Vision, Davos, Switzerland, 2024.
  5. Conference paper
    D2
    “B-cosification: Transforming Deep Neural Networks to be Inherently Interpretable,” in Advances in Neural Information Processing Systems 37 (NeurIPS 2024), Vancouver, Canada.
  6. Conference paper
    D2
    “Pruning Neural Network Models for Gene Regulatory Dynamics Using Data and Domain Knowledge,” in Advances in Neural Information Processing Systems 37 (NeurIPS 2024), Vancouver, Canada.
  7. Article
    D2D6
    “Recent Trends in 3D Reconstruction of General Non-Rigid Scenes,” Computer Graphics Forum (Proc. EUROGRAPHICS 2024), vol. 43, no. 2, 2024.
  8. Conference paper
    D2
    “Improving Feature Stability during Upsampling - Spectral Artifacts and the Importance of Spatial Context,” in Computer Vision -- ECCV 2024, Milano, Italy, 2024.
  9. Conference paper
    D2
    “MTA-CLIP: Language-Guided Semantic Segmentation with Mask-Text Alignment,” in Computer Vision -- ECCV 2024, Milano, Italy, 2024.
  10. Conference paper
    D2
    “Good Teachers Explain: Explanation-Enhanced Knowledge Distillation,” in Computer Vision -- ECCV 2024, Milano, Italy.
  11. Conference paper
    D2
    “Discover-then-Name: Task-Agnostic Concept Bottlenecks via Automated Concept Discovery,” in Computer Vision -- ECCV 2024, Milan, Italy, 2024.
  12. Conference paper
    D2
    “Walker: Self-supervised Multiple Object Tracking by Walking on Temporal Appearance Graphs,” in Computer Vision -- ECCV 2024, Milan, Italy, 2024.
  13. Conference paper
    D2
    “HowToCaption: Prompting LLMs to Transform Video Annotations at Scale,” in Computer Vision -- ECCV 2024, Milano, Italy, 2024.
  14. Conference paper
    D2
    “GiT: Towards Generalist Vision Transformer through Universal Language Interface,” in Computer Vision -- ECCV 2024, Milano, Italy, 2024.
  15. Conference paper
    D2
    “LatentSplat: Autoencoding Variational Gaussians for Fast Generalizable 3D Reconstruction,” in Computer Vision -- ECCV 2024, Milano, Italy, 2024.
  16. Conference paper
    D2
    “Improving 2D Feature Representations by 3D-Aware Fine-Tuning,” in Computer Vision -- ECCV 2024, Milano, Italy.
  17. Conference paper
    D2
    “Sp2360: Sparse-view 360◦ Scene Reconstruction using Cascaded 2D Diffusion Priors,” in ECCV 2024 Workshop on Wild 3D (ECCV 2024 Wild3D), Milan, Italy, 2024.
  18. Conference paper
    D2
    “Domain-Aware Fine-Tuning of Foundation Models,” in ICML 2024 Workshop on Foundation Models in the Wild (ICML 2024 FM-Wild Workshop), Vienna, Austria, 2024.
  19. Conference paper
    D2
    “OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA, 2024.
  20. Conference paper
    D2
    “Neural Parametric Gaussians for Monocular Non-Rigid Object Reconstruction,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA.
  21. Conference paper
    D2
    “NRDF: Neural Riemannian Distance Fields for Learning Articulated Pose Priors,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA.
  22. Conference paper
    D2
    “Training Vision Transformers for Semi-Supervised Semantic Segmentation,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA, 2024.
  23. Conference paper
    D2
    “Open-Vocabulary 3D Semantic Segmentation with Foundation Models,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA, 2024.
  24. Conference paper
    D2
    “X-MIC: Cross-Modal Instance Conditioning for Egocentric Action Generalization,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA, 2024.
  25. Conference paper
    D2
    “Neural Point Cloud Diffusion for Disentangled 3D Shape and Appearance Generation,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA.
  26. Conference paper
    D2
    “Point Transformer V3: Simpler, Faster, Stronger,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA.
  27. Conference paper
    D2
    “Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA.
  28. Conference paper
    D2
    “GEARS: Local Geometry-aware Hand-object Interaction Synthesis,” in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, WA, USA.
  29. Conference paper
    D2
    “Task Driven Sensor Layouts - Joint Optimization of Pixel Layout and Network Parameters,” in IEEE International Conference on Computational Photography (ICCP 2024), Lausanne, Switzrland, 2024.
  30. Article
    D2
    “Automated Dominative Subspace Mining for Efficient Neural Architecture Search,” IEEE Transactions on Circuits and Systems for Video Technology, vol. 34, no. 10, 2024.
  31. Article
    D2
    “Enhanced Long-Tailed Recognition With Contrastive CutMix Augmentation,” IEEE Transactions on Image Processing, vol. 33, 2024.
  32. Article
    D2
    “Better Understanding Differences in Attribution Methods via Systematic Evaluations,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 6, 2024.
  33. Article
    D2
    “MTR++: Multi-Agent Motion Prediction With Symmetric Scene Modeling and Guided Intention Querying,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 5, 2024.
  34. Article
    D2
    “Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain Generalization,” International Journal of Computer Vision, vol. 132, 2024.
  35. Conference paper
    D2
    “Toward a Diffusion-Based Generalist for Dense Vision Tasks,” in MMFM2, The 2nd Workshop on What is Next in Multimodal Foundation Models?, Seattle, WA, USA, 2024.
  36. Conference paper
    D2
    “CosPGD: An Efficient White-Box Adversarial Attack for Pixel-Wise Prediction Tasks,” in Proceedings of the 41st International Conference on Machine Learning (ICML 2024), Vienna, Austria, 2024.
  37. Conference paper
    D2
    “Adaptive Hierarchical Certification for Segmentation using Randomized Smoothing,” in Proceedings of the 41st International Conference on Machine Learning (ICML 2024), Vienna, Austria, 2024.
  38. Conference paper
    D2
    “Implicit Representations for Constrained Image Segmentation,” in Proceedings of the 41st International Conference on Machine Learning (ICML 2024), Vienna, Austria, 2024.
  39. Conference paper
    D2
    “MultiMax: Sparse and Mulit-Modal Attention Learning,” in Proceedings of the 41st International Conference on Machine Learning (ICML 2024), Vienna, Austria, 2024.
  40. Conference paper
    D2
    “Adversarial Supervision Makes Layout-to-Image Diffusion Models Thrive,” in The Twelfth International Conference on Learning Representations (ICLR 2024), Vienna, Austria, 2024.
  41. Conference paper
    D2
    “On Adversarial Training without Perturbing all Examples,” in The Twelfth International Conference on Learning Representations (ICLR 2024), Vienna, Austria, 2024.
  42. Article
    D2
    “Learning the essential in less than 2k additional weights - a simple approach to improve image classification stability under corruptions,” Transactions on Machine Learning Research, vol. 2024, no. 6, 2024.
  43. Article
    D2
    “As large as it gets - Studying Infinitely Large Convolutions via Neural Implicit Frequency Filters,” Transactions on Machine Learning Research, vol. 2024, 2024.
  44. Conference paper
    D2
    “Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos,” in WACV 2024, IEEE Winter Conference on Applications of Computer Vision, Waikoloa, HI, USA, 2024.
  45. Thesis
    D2IMPR-CS
    “Efficient and Differentiable Combinatorial Optimization for Visual Computing,” Universität des Saarlandes, Saarbrücken, 2024.
  46. Thesis
    D2
    “Adaptive Hierarchical Certification for Segmentation using Randomized Smoothing,” Universität des Saarlandes, Saarbrücken, 2024.
  47. Thesis
    D2
    “Increasing Interpretability of Deep Neural Networks via B-cosification,” Universität des Saarlandes, Saarbrücken, 2024.
  48. Thesis
    D2IMPR-CS
    “Towards Designing Inherently Interpretable Deep Neural Networks for Image Classification,” Universität des Saarlandes, Saarbrücken, 2024.
  49. Paper
    D2
    “Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets,” 2024. [Online]. Available: https://arxiv.org/abs/2408.12489.
  50. Thesis
    D2
    “Neural Parametric Gaussians for Monocular Non-Rigid Object Reconstruction,” Universität des Saarlandes, Saarbrücken, 2024.
  51. “MINO: MOTR with Improved DeNoising Anchor Boxes for End-to-End Multiple Object Tracking,” Universität des Saarlandes, Saarbrücken, 2024.
  52. Paper
    D2
    “Sailing in High-dimensional Spaces: Low-dimensional Embeddings through Angle Preservation,” 2024. [Online]. Available: https://arxiv.org/abs/2406.09876.
  53. Thesis
    D2IMPR-CS
    “Advancing Image and Video Recognition with Less Supervision,” Universität des Saarlandes, Saarbrücken, 2024.
  54. Paper
    D2
    “Sports-QA: A Large-Scale Video Question Answering Benchmark for Complex and Professional Sports,” 2024. [Online]. Available: https://arxiv.org/abs/2401.01505.
  55. Thesis
    D2
    “A Good Teacher Explains: Explanation-enhanced Knowledge Distillation,” Universität des Saarlandes, Saarbrücken, 2024.
  56. Thesis
    D2
    “SplatFusion: Sparse-view 360˝ Scene Reconstruction using 2D Diffusion Priors,” Universität des Saarlandes, Saarbrücken, 2024.
  57. Thesis
    D2
    “Implicit Surface Reconstruction from Noisy Point-clouds using Local Priors,” Universität des Saarlandes, Saarbrücken, 2024.
  58. Thesis
    D2
    “TransEnD: An End-to-End Autonomous Driving System,” Universität des Saarlandes, Saarbrücken, 2024.
  59. Paper
    D2
    “Samba: Synchronized Set-of-Sequences Modeling for Multiple Object Tracking,” 2024. [Online]. Available: https://arxiv.org/abs/2410.01806.
  60. Paper
    D2
    “TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters,” 2024. [Online]. Available: https://arxiv.org/abs/2410.23168.
  61. Paper
    D2D6
    “FaceGPT: Self-supervised Learning to Chat about 3D Human Faces,” 2024. [Online]. Available: https://arxiv.org/abs/2406.07163.
  62. Paper
    D2
    “Number it: Temporal Grounding Videos like Flipping Manga,” 2024. [Online]. Available: https://arxiv.org/abs/2411.10332.