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20232026
most citedMIHBench: Benchmarking and Mitigating Multi-Image Hallucinations in Multimodal Large Language Models

3 citations · 14 across the 43 of their papers we have counts for

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Showing 2025Show all

19 papers · 1 filter

cs.CV2025

FlashWorld: High-quality 3D Scene Generation within Seconds

Xinyang Li, Tengfei Wang, Zixiao Gu +3

We propose FlashWorld, a generative model that produces 3D scenes from a single image or text prompt in seconds, 10~100 faster than previous works while possessing superior…

cs.CV2025

SCOUT: Semi-supervised Camouflaged Object Detection by Utilizing Text and Adaptive Data Selection

Weiqi Yan, Lvhai Chen, Shengchuan Zhang +2

The difficulty of pixel-level annotation has significantly hindered the development of the Camouflaged Object Detection (COD) field. To save on annotation costs, previous works lev…

cs.CV2025★ 1 cited

HRSeg: High-Resolution Visual Perception and Enhancement for Reasoning Segmentation

Weihuang Lin, Yiwei Ma, Xiaoshuai Sun +4

The reasoning segmentation task involves segmenting objects within an image by interpreting implicit user instructions, which may encompass subtleties such as contextual cues and o…

cs.CV2025★ 3 cited

MIHBench: Benchmarking and Mitigating Multi-Image Hallucinations in Multimodal Large Language Models

Jiale Li, Mingrui Wu, Zixiang Jin +5

Despite growing interest in hallucination in Multimodal Large Language Models, existing studies primarily focus on single-image settings, leaving hallucination in multi-image scena…

cs.CV2025

Generate Aligned Anomaly: Region-Guided Few-Shot Anomaly Image-Mask Pair Synthesis for Industrial Inspection

Yilin Lu, Jianghang Lin, Linhuang Xie +5

Anomaly inspection plays a vital role in industrial manufacturing, but the scarcity of anomaly samples significantly limits the effectiveness of existing methods in tasks such as l…

cs.CV2025

Inter2Former: Dynamic Hybrid Attention for Efficient High-Precision Interactive

You Huang, Lichao Chen, Jiayi Ji +3

Interactive segmentation (IS) improves annotation efficiency by segmenting target regions from user prompts, with widespread applications in real-world scenarios. Current approache…

cs.CV2025

UCOD-DPL: Unsupervised Camouflaged Object Detection via Dynamic Pseudo-label Learning

Weiqi Yan, Lvhai Chen, Huaijia Kou +3

Unsupervised Camoflaged Object Detection (UCOD) has gained attention since it doesn't need to rely on extensive pixel-level labels. Existing UCOD methods typically generate pseudo-…

cs.CV2025

What You Perceive Is What You Conceive: A Cognition-Inspired Framework for Open Vocabulary Image Segmentation

Jianghang Lin, Yue Hu, Jiangtao Shen +4

Open vocabulary image segmentation tackles the challenge of recognizing dynamically adjustable, predefined novel categories at inference time by leveraging vision-language alignmen…

cs.CV2025

Pseudo-Label Quality Decoupling and Correction for Semi-Supervised Instance Segmentation

Jianghang Lin, Yilin Lu, Yunhang Shen +4

Semi-Supervised Instance Segmentation (SSIS) involves classifying and grouping image pixels into distinct object instances using limited labeled data. This learning paradigm usuall…

cs.CV2025

SynergyAmodal: Deocclude Anything with Text Control

Xinyang Li, Chengjie Yi, Jiawei Lai +4

Image deocclusion (or amodal completion) aims to recover the invisible regions (\ie, shape and appearance) of occluded instances in images. Despite recent advances, the scarcity of…

cs.CV2025

An Efficient and Mixed Heterogeneous Model for Image Restoration

Yubin Gu, Yuan Meng, Kaihang Zheng +5

Image restoration~(IR), as a fundamental multimedia data processing task, has a significant impact on downstream visual applications. In recent years, researchers have focused on d…

cs.CV2025

Training-Free Hierarchical Scene Understanding for Gaussian Splatting with Superpoint Graphs

Shaohui Dai, Yansong Qu, Zheyan Li +3

Bridging natural language and 3D geometry is a crucial step toward flexible, language-driven scene understanding. While recent advances in 3D Gaussian Splatting (3DGS) have enabled…

cs.CV2025

STeacher: Step-by-step Teacher for Sparsely Annotated Oriented Object Detection

Yu Lin, Jianghang Lin, Kai Ye +5

Although fully-supervised oriented object detection has made significant progress in multimodal remote sensing image understanding, it comes at the cost of labor-intensive annotati…

cs.CV2025★ 1 cited

Zooming In on Fakes: A Novel Dataset for Localized AI-Generated Image Detection with Forgery Amplification Approach

Lvpan Cai, Haowei Wang, Jiayi Ji +4

The rise of AI-generated image tools has made localized forgeries increasingly realistic, posing challenges for visual content integrity. Although recent efforts have explored loca…

cs.CV2025

WildSeg3D: Segment Any 3D Objects in the Wild from 2D Images

Yansong Guo, Jie Hu, Yansong Qu +1

Recent advances in interactive 3D segmentation from 2D images have demonstrated impressive performance. However, current models typically require extensive scene-specific training…

cs.CV2025★ 1 cited

AnomalyPainter: Vision-Language-Diffusion Synergy for Zero-Shot Realistic and Diverse Industrial Anomaly Synthesis

Zhangyu Lai, Yilin Lu, Xinyang Li +5

While existing anomaly synthesis methods have made remarkable progress, achieving both realism and diversity in synthesis remains a major obstacle. To address this, we propose Anom…

cs.CV2025

LightMotion: A Light and Tuning-free Method for Simulating Camera Motion in Video Generation

Quanjian Song, Zhihang Lin, Zhanpeng Zeng +3

Existing camera motion-controlled video generation methods face computational bottlenecks in fine-tuning and inference. This paper proposes LightMotion, a light and tuning-free met…

cs.CV2025

Evolving High-Quality Rendering and Reconstruction in a Unified Framework with Contribution-Adaptive Regularization

You Shen, Zhipeng Zhang, Xinyang Li +4

Representing 3D scenes from multiview images is a core challenge in computer vision and graphics, which requires both precise rendering and accurate reconstruction. Recently, 3D Ga…

cs.GR2025

Drag Your Gaussian: Effective Drag-Based Editing with Score Distillation for 3D Gaussian Splatting

Yansong Qu, Dian Chen, Xinyang Li +4

Recent advancements in 3D scene editing have been propelled by the rapid development of generative models. Existing methods typically utilize generative models to perform text-guid…