Semantic Segmentation on US3D

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mIoU

Rank	Model	mIoU	Paper	Code	Year
1	LMFNet-3	85.09	LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing		2024
2	CMX	84.63	CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers	huaaaliu/rgbx_semantic_segmentation	2022
3	LMFNet-2	84.50	LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing		2024
4	SA-Gate	83.62	Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation	charlesCXK/RGBD_Semantic_Segmentation_PyTorch · David-zaiwang/114_rgbd_seg	2020
5	vFuseNet	83.53	Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal Deep Networks	nshaud/DeepNetsForEO	2017
6	SegFormer-B2	75.14	SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers	huggingface/transformers · VikParuchuri/surya · PaddlePaddle/PaddleSeg · +25	2021
7	UNetFormer	74.77	UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery	WangLibo1995/GeoSeg	2021
8	SegFormer-B1	74.19	SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers	huggingface/transformers · VikParuchuri/surya · PaddlePaddle/PaddleSeg · +25	2021
9	PSNet	73.12	Pyramid Scene Parsing Network	tensorflow/models · tensorflow/models · open-mmlab/mmsegmentation · +64	2016
10	FPN	72.51	Feature Pyramid Networks for Object Detection	PaddlePaddle/PaddleOCR · open-mmlab/mmdetection · facebookresearch/detectron · +82	2016
11	SegFormer-B0	71.80	SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers	huggingface/transformers · VikParuchuri/surya · PaddlePaddle/PaddleSeg · +25	2021
12	LMFNet-3	85.09	LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing		2024
13	CMX	84.63	CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers	huaaaliu/rgbx_semantic_segmentation	2022
14	LMFNet-2	84.50	LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing		2024
15	SA-Gate	83.62	Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation	charlesCXK/RGBD_Semantic_Segmentation_PyTorch · David-zaiwang/114_rgbd_seg	2020
16	vFuseNet	83.53	Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal Deep Networks	nshaud/DeepNetsForEO	2017
17	SegFormer-B2	75.14	SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers	huggingface/transformers · VikParuchuri/surya · PaddlePaddle/PaddleSeg · +25	2021
18	UNetFormer	74.77	UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery	WangLibo1995/GeoSeg	2021
19	SegFormer-B1	74.19	SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers	huggingface/transformers · VikParuchuri/surya · PaddlePaddle/PaddleSeg · +25	2021
20	PSNet	73.12	Pyramid Scene Parsing Network	tensorflow/models · tensorflow/models · open-mmlab/mmsegmentation · +64	2016