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DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation

18 September 2023

Ming-Ming Cheng

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Papers citing "DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation"

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Title
HDBFormer: Efficient RGB-D Semantic Segmentation with A Heterogeneous Dual-Branch Framework Shuobin Wei Zhuang Zhou Zhengan Lu Zizhao Yuan Binghua Su MDE 235 0 0 18 Apr 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 128 8 0 24 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
YOLO-MS: Rethinking Multi-Scale Representation Learning for Real-time Object Detection Yuming Chen Xinbin Yuan Ruiqi Wu Jiabao Wang Qibin Hou Mingg-Ming Cheng Ming-Ming Cheng ObjD 275 52 0 21 Feb 2025
Order-aware Interactive Segmentation Bin Wang Anwesa Choudhuri Meng Zheng Zhongpai Gao Benjamin Planche Andong Deng Qin Liu Terrence Chen Ulas Bagci Ziyan Wu VLM 434 1 0 16 Oct 2024
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge Hao Ding Tuxun Lu Yuqian Zhang Ruixing Liang Hongchao Shu ... Bo Wang Marcos Fernández-Rodríguez Estevao Lima João L. Vilaça Mathias Unberath 215 4 0 16 Jul 2024
LIX: Implicitly Infusing Spatial Geometric Prior Knowledge into Visual Semantic Segmentation for Autonomous Driving Sicen Guo Zhiyuan Wu Qijun Chen Ioannis Pitas Rui Fan Rui Fan 98 1 0 13 Mar 2024
TeMO: Towards Text-Driven 3D Stylization for Multi-Object Meshes Xuying Zhang Bo-Wen Yin Yuming Chen Zheng Lin Yunheng Li Qibin Hou Ming-Ming Cheng CLIP DiffM 111 7 0 07 Dec 2023
Referring Camouflaged Object Detection Xuying Zhang Bo Yin Zheng Lin Qibin Hou Deng-Ping Fan Ming-Ming Cheng 117 18 0 13 Jun 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
Conv2Former: A Simple Transformer-Style ConvNet for Visual Recognition Qibin Hou Cheng Lu Mingg-Ming Cheng Jiashi Feng ViT 109 140 0 22 Nov 2022
RGB-T Semantic Segmentation with Location, Activation, and Sharpening Gongyang Li Yike Wang Zhi Liu Xinpeng Zhang Dan Zeng 49 102 0 26 Oct 2022
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Meng-Hao Guo Chenggang Lu Qibin Hou Zheng Liu Ming-Ming Cheng Shiyong Hu SSeg ViT VLM 76 652 0 18 Sep 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
Depth-Adapted CNNs for RGB-D Semantic Segmentation Zongwei Wu Guillaume Allibert C. Stolz Chaoxiang Ma C. Demonceaux SSeg MDE 86 13 0 08 Jun 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
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
Visual Attention Network Meng-Hao Guo Chengrou Lu Zheng-Ning Liu Ming-Ming Cheng Shiyong Hu ViT VLM 82 669 0 20 Feb 2022
Omnivore: A Single Model for Many Visual Modalities Rohit Girdhar Mannat Singh Nikhil Ravi Laurens van der Maaten Armand Joulin Ishan Misra 268 236 0 20 Jan 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 186 5,213 0 10 Jan 2022
An Empirical Study of Adder Neural Networks for Object Detection Xinghao Chen Chang Xu Minjing Dong Chunjing Xu Yunhe Wang 146 15 0 27 Dec 2021
N-ImageNet: Towards Robust, Fine-Grained Object Recognition with Event Cameras Junho Kim Jaehyeok Bae Gang-Ryeong Park Dongsu Zhang Y. Kim ObjD 84 87 0 02 Dec 2021
Omnidata: A Scalable Pipeline for Making Multi-Task Mid-Level Vision Datasets from 3D Scans Ainaz Eftekhar Alexander Sax Roman Bachmann Jitendra Malik Amir Zamir MedIm 100 300 0 11 Oct 2021
KITTI-360: A Novel Dataset and Benchmarks for Urban Scene Understanding in 2D and 3D Yiyi Liao Jun Xie Andreas Geiger 3DV 3DPC 84 588 0 28 Sep 2021
RGB-D Saliency Detection via Cascaded Mutual Information Minimization Jing Zhang Deng-Ping Fan Yuchao Dai Xin Yu Yiran Zhong Nick Barnes Ling Shao 98 97 0 15 Sep 2021
Is Attention Better Than Matrix Decomposition? Zhengyang Geng Meng-Hao Guo Hongxu Chen Xia Li Ke Wei Zhouchen Lin 106 142 0 09 Sep 2021
RGB-D Salient Object Detection with Ubiquitous Target Awareness Yifan Zhao Jiawei Zhao Jia Li Xiaowu Chen 85 46 0 08 Sep 2021
DepthTrack : Unveiling the Power of RGBD Tracking Song Yan Jinyu Yang Jani Käpylä Feng Zheng A. Leonardis Joni-Kristian Kämäräinen 3DV MDE 54 60 0 31 Aug 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
Depth Quality-Inspired Feature Manipulation for Efficient RGB-D Salient Object Detection Wenbo Zhang Ge-Peng Ji Zhuo Wang Keren Fu Qijun Zhao 75 116 0 05 Jul 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 289 2,841 0 15 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 316 5,065 0 31 May 2021
Function4D: Real-time Human Volumetric Capture from Very Sparse Consumer RGBD Sensors Tao Yu Zerong Zheng Kaiwen Guo Pengpeng Liu Qionghai Dai Yebin Liu 3DH 60 290 0 05 May 2021
Visual Saliency Transformer Nian Liu Ni Zhang Kaiyuan Wan Ling Shao Junwei Han ViT 304 360 0 25 Apr 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 326 589 0 22 Apr 2021
Multi-Modal Fusion Transformer for End-to-End Autonomous Driving Aditya Prakash Kashyap Chitta Andreas Geiger ViT 110 533 0 19 Apr 2021
Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal Fusion Peng Sun Wenhu Zhang Huanyu Wang Songyuan Li Xi Li 68 146 0 22 Mar 2021
Refer-it-in-RGBD: A Bottom-up Approach for 3D Visual Grounding in RGBD Images Haolin Liu Anran Lin Xiaoguang Han Lei Yang Yizhou Yu Shuguang Cui 69 40 0 14 Mar 2021
Cross Modal Focal Loss for RGBD Face Anti-Spoofing Anjith George S´ebastien Marcel CVBM 41 81 0 01 Mar 2021
AdaBins: Depth Estimation using Adaptive Bins S. Bhat Ibraheem Alhashim Peter Wonka 3DV MDE ViT 122 858 0 28 Nov 2020
Depth-Adapted CNN for RGB-D cameras Zongwei Wu Guillaume Allibert C. Stolz C. Demonceaux MDE 86 20 0 21 Sep 2020
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation Xiaokang Chen Kwan-Yee Lin Jingbo Wang Wayne Wu Chao Qian Hongsheng Li Gang Zeng MDE 92 315 0 17 Jul 2020
Bifurcated backbone strategy for RGB-D salient object detection Yingjie Zhai Deng-Ping Fan Jufeng Yang Ali Borji Ling Shao Junwei Han Liang Wang 62 112 0 06 Jul 2020
Bilateral Attention Network for RGB-D Salient Object Detection Zhao Zhang Zheng Lin Jun Xu Wenda Jin Shao-Ping Lu Deng-Ping Fan 65 165 0 30 Apr 2020
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks Deng-Ping Fan Zheng Lin Jiaxing Zhao Yun-Hai Liu Zhao Zhang Qibin Hou Menglong Zhu Ming-Ming Cheng 63 521 0 15 Jul 2019
ACNet: Attention Based Network to Exploit Complementary Features for RGBD Semantic Segmentation Xinxin Hu Kailun Yang Lei Fei Kaiwei Wang 3DPC 108 354 0 24 May 2019
Enhanced-alignment Measure for Binary Foreground Map Evaluation Deng-Ping Fan Cheng Gong Yang Cao Bo Ren Ming-Ming Cheng Ali Borji 109 1,229 0 26 May 2018
Depth-aware CNN for RGB-D Segmentation Weiyue Wang Ulrich Neumann SSeg 140 256 0 19 Mar 2018
Structure-measure: A New Way to Evaluate Foreground Maps Deng-Ping Fan Ming-Ming Cheng Yun-Hai Liu Tao Li Ali Borji 147 1,377 0 02 Aug 2017