Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization

10 May 2025

Papers citing "Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization"

25 / 25 papers shown

Title
MLLMs are Deeply Affected by Modality Bias Xu Zheng Chenfei Liao Yuqian Fu Kaiyu Lei Yuanhuiyi Lyu ... Yu Jiang N. Sebe Dacheng Tao Luc Van Gool Xuming Hu 42 0 0 24 May 2025
EGFormer: Towards Efficient and Generalizable Multimodal Semantic Segmentation Zelin Zhang Tao Zhang KediLI Xu Zheng 67 0 0 20 May 2025
Benchmarking Multi-modal Semantic Segmentation under Sensor Failures: Missing and Noisy Modality Robustness Chenfei Liao Kaiyu Lei Xu Zheng Junha Moon Zhixiong Wang Yansen Wang Danda Pani Paudel Luc Van Gool Xuming Hu VLM 135 8 0 24 Mar 2025
OmniSAM: Omnidirectional Segment Anything Model for UDA in Panoramic Semantic Segmentation Ding Zhong Xu Zheng Chenfei Liao Yuanhuiyi Lyu Jialei Chen Shengyang Wu Linfeng Zhang Xuming Hu VLM 112 10 0 10 Mar 2025
MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation Chenfei Liao Xu Zheng Yuanhuiyi Lyu Haiwei Xue Yihong Cao Jiawen Wang Kailun Yang Xuming Hu VLM 124 9 0 09 Mar 2025
Unveiling the Potential of Segment Anything Model 2 for RGB-Thermal Semantic Segmentation with Language Guidance Jiayi Zhao Fei Teng Kai Luo Guoqiang Zhao Zehan Li Xu Zheng Kailun Yang VLM 112 7 0 04 Mar 2025
MAGIC++: Efficient and Resilient Modality-Agnostic Semantic Segmentation via Hierarchical Modality Selection Xu Zheng Yuanhuiyi Lyu Lutao Jiang Jiazhou Zhou Lin Wang Xuming Hu 130 8 0 22 Dec 2024
Bringing Masked Autoencoders Explicit Contrastive Properties for Point Cloud Self-Supervised Learning Bin Ren Guofeng Mei D. Paudel Weijie Wang Yawei Li Mengyuan Liu Rita Cucchiara Luc Van Gool N. Sebe 3DPC 106 14 0 08 Jul 2024
Semantics, Distortion, and Style Matter: Towards Source-free UDA for Panoramic Segmentation Xueye Zheng Pengyuan Zhou Athanasios V. Vasilakos Lin Wang 90 25 0 19 Mar 2024
Chasing Day and Night: Towards Robust and Efficient All-Day Object Detection Guided by an Event Camera Jiahang Cao Xueye Zheng Yuanhuiyi Lyu Jiaxu Wang Renjing Xu Lin Wang 86 17 0 17 Sep 2023
MSeg3D: Multi-modal 3D Semantic Segmentation for Autonomous Driving Jiale Li Hang Dai Hao Han Yong Ding 3DPC 91 71 0 15 Mar 2023
Delivering Arbitrary-Modal Semantic Segmentation Jiaming Zhang R. Liu Haowen Shi Kailun Yang Simon Reiß Kunyu Peng Haodong Fu Kaiwei Wang Rainer Stiefelhagen VLM 99 99 0 02 Mar 2023
X-Align: Cross-Modal Cross-View Alignment for Bird's-Eye-View Segmentation Shubhankar Borse Marvin Klingner V. Kumar H. Cai Abdulaziz Almuzairee S. Yogamani Fatih Porikli 90 41 0 13 Oct 2022
CIR-Net: Cross-modality Interaction and Refinement for RGB-D Salient Object Detection Runmin Cong Qin Lin Chen Zhang Chongyi Li Xiaochun Cao Qingming Huang Yao-Min Zhao ObjD 79 127 0 06 Oct 2022
SPSN: Superpixel Prototype Sampling Network for RGB-D Salient Object Detection Minhyeok Lee Chaewon Park Suhwan Cho Sangyoun Lee 3DH 87 63 0 16 Jul 2022
Multimodal Token Fusion for Vision Transformers Yikai Wang Xinghao Chen Lele Cao Wen-bing Huang Gang Hua Yunhe Wang ViT 87 181 0 19 Apr 2022
MultiMAE: Multi-modal Multi-task Masked Autoencoders Roman Bachmann David Mizrahi Andrei Atanov Amir Zamir 131 277 0 04 Apr 2022
DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection Yingwei Li Adams Wei Yu Tianjian Meng Benjamin Caine Jiquan Ngiam ... Yifeng Lu Denny Zhou Quoc V. Le Alan Yuille Mingxing Tan 3DPC 103 342 0 15 Mar 2022
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers Jiaming Zhang Huayao Liu Kailun Yang Xinxin Hu Ruiping Liu Rainer Stiefelhagen ViT 85 327 0 09 Mar 2022
CAVER: Cross-Modal View-Mixed Transformer for Bi-Modal Salient Object Detection Youwei Pang Xiaoqi Zhao Lihe Zhang Huchuan Lu 90 96 0 04 Dec 2021
ShapeConv: Shape-aware Convolutional Layer for Indoor RGB-D Semantic Segmentation Jinming Cao Hanchao Leng Dani Lischinski Danny Cohen-Or Changhe Tu Yangyan Li SSeg MDE 3DV 100 135 0 24 Aug 2021
Learning Deep Multimodal Feature Representation with Asymmetric Multi-layer Fusion Yikai Wang F. Sun Ming Lu Anbang Yao 77 48 0 11 Aug 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 319 5,072 0 31 May 2021
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Itai Gat Idan Schwartz Alex Schwing Tamir Hazan 98 92 0 21 Oct 2020
PST900: RGB-Thermal Calibration, Dataset and Segmentation Network Shreyas S. Shivakumar Neil Rodrigues Alex Zhou Ian D. Miller Vijay Kumar Camillo J Taylor 57 181 0 20 Sep 2019