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20242026
most citedSPTNet: An Efficient Alternative Framework for Generalized Category Discovery with Spatial Prompt Tuning

3 citations · 3 across the 13 of their papers we have counts for

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6 papers · 1 filter

cs.LG2025

GSPN-2: Efficient Parallel Sequence Modeling

Hongjun Wang, Yitong Jiang, Collin McCarthy +12

Efficient vision transformer remains a bottleneck for high-resolution images and long-video related real-world applications. Generalized Spatial Propagation Network (GSPN) addresse…

cs.CV2025

Fin3R: Fine-tuning Feed-forward 3D Reconstruction Models via Monocular Knowledge Distillation

Weining Ren, Hongjun Wang, Xiao Tan +1

We present Fin3R, a simple, effective, and general fine-tuning method for feed-forward 3D reconstruction models. The family of feed-forward reconstruction model regresses pointmap…

cs.CV2025

MultiEdit: Advancing Instruction-based Image Editing on Diverse and Challenging Tasks

Mingsong Li, Lin Liu, Hongjun Wang +7

Current instruction-based image editing (IBIE) methods struggle with challenging editing tasks, as both editing types and sample counts of existing datasets are limited. Moreover,…

cs.CV2025

Panoptic Captioning: An Equivalence Bridge for Image and Text

Kun-Yu Lin, Hongjun Wang, Weining Ren +1

This work introduces panoptic captioning, a novel task striving to seek the minimum text equivalent of images, which has broad potential applications. We take the first step toward…

cs.CV2025

NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results

Xin Li, Yeying Jin, Xin Jin +134

This paper reviews the NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images. This challenge received a wide range of impressive solutions, which are devel…

cs.CV2025

Parallel Sequence Modeling via Generalized Spatial Propagation Network

Hongjun Wang, Wonmin Byeon, Jiarui Xu +6

We present the Generalized Spatial Propagation Network (GSPN), a new attention mechanism optimized for vision tasks that inherently captures 2D spatial structures. Existing attenti…