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20232026
most citedDigging into contrastive learning for robust depth estimation with diffusion models

7 citations · 8 across the 9 of their papers we have counts for

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11 papers · 1 filter

cs.CV2026

TextRefine: Improving Textual Fidelity, Spatial Placement, and Glyph Rendering for Text Editing in Product Posters

Honglie Wang, Jia Sun, Zijun Li +11

Text editing in product posters entails inserting new text or replacing existing text while preserving product appearance, background content, and global composition. Despite recen…

cs.CV2026

DetailAnywhere: Fashion Detail Generation via Cross-Modal Feature Alignment Distillation

Zijun Li, Yimin Zhou, Jia Sun +12

Diffusion-based generative AI has achieved remarkable success in e-commerce applications such as virtual try-on, poster generation, and product background synthesis. However, when…

cs.CV2026

CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating

Jiyuan Wang, Huan Ouyang, Jiuzhou Lin +15

In this paper, we propose Concentrate and Concentrate (CaC), a coarse-to-fine anomaly reward model based on Vision-Language Models. During inference, it first conducts a global tem…

cs.CV2026

RePer-360: Releasing Perspective Priors for 360 Depth Estimation via Self-Modulation

Cheng Guan, Chunyu Lin, Zhijie Shen +2

Recent depth foundation models trained on perspective imagery achieve strong performance, yet generalize poorly to 360 images due to the substantial geometric discrepancy b…

cs.CV2026

Edit in 2D, Verify in 3D: Reinforcement Learning for Multi-view Consistent Scene Editing

Jiyuan Wang, Chunyu Lin, Lei Sun +8

Leveraging the priors of 2D diffusion models for 3D editing has emerged as a promising paradigm. However, multi-view consistency remains challenging in edited results, and the extr…

cs.CV2025

Advancing Real-World Parking Slot Detection with Large-Scale Dataset and Semi-Supervised Baseline

Zhihao Zhang, Chunyu Lin, Lang Nie +2

As automatic parking systems evolve, the accurate detection of parking slots has become increasingly critical. This study focuses on parking slot detection using surround-view came…

cs.CV2025

From Editor to Dense Geometry Estimator

JiYuan Wang, Chunyu Lin, Lei Sun +5

Leveraging visual priors from pre-trained text-to-image (T2I) generative models has shown success in dense prediction. However, dense prediction is inherently an image-to-image tas…

cs.CV2025

Beyond Wide-Angle Images: Structure-to-Detail Video Portrait Correction via Unsupervised Spatiotemporal Adaptation

Wenbo Nie, Lang Nie, Chunyu Lin +4

Wide-angle cameras, despite their popularity for content creation, suffer from distortion-induced facial stretching-especially at the edge of the lens-which degrades visual appeal.…

cs.CV2025

Jasmine: Harnessing Diffusion Prior for Self-supervised Depth Estimation

Jiyuan Wang, Chunyu Lin, Cheng Guan +5

In this paper, we propose Jasmine, the first Stable Diffusion (SD)-based self-supervised framework for monocular depth estimation, which effectively harnesses SD's visual priors to…

cs.CV2024★ 7 cited

Digging into contrastive learning for robust depth estimation with diffusion models

Jiyuan Wang, Chunyu Lin, Lang Nie +3

Recently, diffusion-based depth estimation methods have drawn widespread attention due to their elegant denoising patterns and promising performance. However, they are typically un…

cs.CV2023★ 1 cited

WeatherDepth: Curriculum Contrastive Learning for Self-Supervised Depth Estimation under Adverse Weather Conditions

Jiyuan Wang, Chunyu Lin, Lang Nie +4

Depth estimation models have shown promising performance on clear scenes but fail to generalize to adverse weather conditions due to illumination variations, weather particles, etc…