Generative inbetweening aims to synthesize temporally coherent intermediate frames between a start frame and a target frame. Although pretrained image-to-video diffusion models provide strong priors for large-motion inbetweening, they are not explicitly designed to reach a specified target frame. They may therefore gen...
Zhi-Yu Xu, Wei Shang, Yu-Shen Xu et al.· 0 citations
Object detection knowledge is fragmented across independently trained, heterogeneous detectors with complementary category supports. In socialized learning, this knowledge resides in a society, and learning aims to evolve the society collectively through exchange. However, aggregation-based socialization does not expli...
Wei-Hao Li, Yun-Qi Zhu, Zhi-He Fan et al.· 0 citations
UAV vision-language navigation (UAV-VLN) is commonly evaluated as goal reaching, but inspection-oriented deployment requires the agent to stop within a valid inspection region and avoid falsely confirming visually or semantically similar distractors. This requirement exposes a key weakness in existing coarse-to-fine UA...
Senhao Wang, Yi-Ming Sun, Jia-Xuan He et al.· 0 citations
General image fusion aims to integrate complementary information from multiple source images, but existing methods often rely on task-specific models and struggle to maintain robust performance under diverse degradation conditions. In this paper, we propose UniDiffFusion, a unified diffusion framework for multi-task an...
Xing-Xin Xu, Si-Qi Zhao, Xin Li et al.· 0 citations
AIR-Fusion is proposed, a parameter-efficient adaptation of a frozen, restoration-capable latent diffusion backbone for degraded IVIF without full fine-tuning, transferring restoration priors for robust fusion.
Bing Cao, Qiang Zhang, Xing-Xin Xu et al.· Proceedings of the Thirty-Fi...· 0 citations
This work proposes HSO-GAT, a topology-adaptive hyperbolic graph attention network that unifies geometric adaptation and message propagation and establishes the monotonic sensitivity of edge-level HSO to degree imbalance and analyzes the validity and radial scaling properties of node-adaptive hyperbolic mappings.
Hai-Fang Cao, Bo-An Tao, Xi-Yuan Gao et al.· 0 citations
This work proposes Source-Anchored Guidance via Frequency Equalization for Hierarchical RGB-T Alignment and Fusion (SAGE), a unified framework integrating frequency equalization, hierarchical alignment, and subband fusion.
Ti-Ming Li, Yi-Ming Sun, Bo-An Tao et al.· 0 citations
This work proposes COllabOrative Knowledge Extraction and integRation (COOKER) method for GDIL to mine inter-domain relationships and uncover the potential of domain-agnostic representations, which significantly outperforms existing baselines.
Jialu Li, Yu Wang, Wanyu Lin et al.· Proceedings of the 32nd ACM...· 0 citations
This work revisits multi-modal fusion from the perspective of socialized learning and proposes adapter to DINOv3 (A2DINOv3), a multi-expert collaboration framework with a Socialized Collaboration Protocol (SCP), where RGB and infrared branches are modeled as heterogeneous experts that independently preserve their speci...
Jiekang Feng, Zhi-He Fan, Yun-Qi Zhu et al.· 0 citations
Graph Domain Incremental Learning (GDIL) aims to acquire knowledge from a continuous stream of graph domains while mitigating catastrophic forgetting. While parameter-isolation methods leveraging graph parameter-efficient adaptation show promise, prompt-based techniques struggle to adapt to GDIL, and low-rank adaptatio...
Jialu Li, Yu Wang, Wanyu Lin et al.· Proceedings of the 32nd ACM...· 0 citations
This work proposes Socialized Division and Collaboration as a reformulation of continual learning that decomposes session learning across specialized models in response to optimization conflicts, while enabling coordinated collaboration and introduces an energy-based session-model compatibility criterion grounded in He...
Xinjie Yao, Zhi-He Fan, Yun-Qi Zhu et al.· 0 citations
Bridging Literature, Agents, and Zero-gap Experimentation (BLAZE), a paradigm of socialized scientific intelligence, makes discovery more traceable, reproducible, and cumulative while preserving human creativity, judgment, and responsibility.
Xinjie Yao, Xing-Xin Xu, Xi-Yuan Gao et al.· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.
