2025 "training-free methods" Papers

18 papers found

Covariances for Free: Exploiting Mean Distributions for Training-free Federated Learning

Dipam Goswami, Simone Magistri, Kai Wang et al.

NEURIPS 2025posterarXiv:2412.14326

Free Hunch: Denoiser Covariance Estimation for Diffusion Models Without Extra Costs

Severi Rissanen, Markus Heinonen, Arno Solin

ICLR 2025posterarXiv:2410.11149
8
citations

HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance

Jiazi Bu, Pengyang Ling, Yujie Zhou et al.

NEURIPS 2025posterarXiv:2504.06232
7
citations

ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models

Junzhe Chen, Tianshu Zhang, Shiyu Huang et al.

CVPR 2025posterarXiv:2411.15268
11
citations

MotionDiff: Training-free Zero-shot Interactive Motion Editing via Flow-assisted Multi-view Diffusion

Yikun Ma, Yiqing Li, Jiawei Wu et al.

ICCV 2025posterarXiv:2503.17695
1
citations

Mysteries of the Deep: Role of Intermediate Representations in Out of Distribution Detection

Ignacio Meza De la Jara, Cristian Rodriguez-Opazo, Damien Teney et al.

NEURIPS 2025posterarXiv:2510.05782

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters

Yuan Wang, Ouxiang Li, Tingting Mu et al.

CVPR 2025posterarXiv:2412.06143
17
citations

Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval

Yuanmin Tang, Jue Zhang, Xiaoting Qin et al.

CVPR 2025highlightarXiv:2412.11077
15
citations

ScaleDiff: Higher-Resolution Image Synthesis via Efficient and Model-Agnostic Diffusion

Sungho Koh, SeungJu Cha, Hyunwoo Oh et al.

NEURIPS 2025posterarXiv:2510.25818

Shot-by-Shot: Film-Grammar-Aware Training-Free Audio Description Generation

Junyu Xie, Tengda Han, Max Bain et al.

ICCV 2025posterarXiv:2504.01020
3
citations

Spatiotemporal Skip Guidance for Enhanced Video Diffusion Sampling

Junha Hyung, Kinam Kim, Susung Hong et al.

CVPR 2025posterarXiv:2411.18664
16
citations

StyleSSP: Sampling StartPoint Enhancement for Training-free Diffusion-based Method for Style Transfer

ruojun xu, Weijie Xi, Xiaodi Wang et al.

CVPR 2025highlightarXiv:2501.11319
6
citations

Training-Free Activation Sparsity in Large Language Models

James Liu, Pragaash Ponnusamy, Tianle Cai et al.

ICLR 2025posterarXiv:2408.14690
37
citations

Training-free Camera Control for Video Generation

Chen Hou, Zhibo Chen

ICLR 2025posterarXiv:2406.10126
84
citations

Training-Free Dataset Pruning for Instance Segmentation

Yalun Dai, Lingao Xiao, Ivor Tsang et al.

ICLR 2025posterarXiv:2503.00828
4
citations

VADTree: Explainable Training-Free Video Anomaly Detection via Hierarchical Granularity-Aware Tree

Wenlong Li, Yifei Xu, Yuan Rao et al.

NEURIPS 2025oralarXiv:2510.22693
1
citations

VideoGEM: Training-free Action Grounding in Videos

Felix Vogel, Walid Bousselham, Anna Kukleva et al.

CVPR 2025posterarXiv:2503.20348

ZeroPatcher: Training-free Sampler for Video Inpainting and Editing

Shaoshu Yang, Yingya Zhang, Ran He

NEURIPS 2025poster