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2D Semantic Segmentation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 71–79 of 79 papers

Title	Date	Tasks	Status	Hype	Score
MINERVAS: Massive INterior EnviRonments VirtuAl Synthesis	Jul 13, 2021	2D Semantic SegmentationDepth Estimation	—Unverified	0	0
MOSE: Monocular Semantic Reconstruction Using NeRF-Lifted Noisy Priors	Sep 21, 2024	2D Semantic Segmentation3D Semantic Segmentation	—Unverified	0	0
2D Feature Distillation for Weakly- and Semi-Supervised 3D Semantic Segmentation	Nov 27, 2023	2D Semantic Segmentation3D Semantic Segmentation	—Unverified	0	0
Multi-Class Part Parsing With Joint Boundary-Semantic Awareness	Oct 1, 2019	2D Semantic Segmentation	—Unverified	0	0
Multi-Sem Fusion: Multimodal Semantic Fusion for 3D Object Detection	Dec 10, 2022	2D Semantic Segmentation3D Object Detection	—Unverified	0	0
IMENet: Joint 3D Semantic Scene Completion and 2D Semantic Segmentation through Iterative Mutual Enhancement	Jun 29, 2021	2D Semantic Segmentation3D Semantic Scene Completion	—Unverified	0	0
Neural Field Conditioning Strategies for 2D Semantic Segmentation	Apr 12, 2023	2D Semantic SegmentationDecoder	—Unverified	0	0
Technical Report for ICRA 2025 GOOSE 2D Semantic Segmentation Challenge: Leveraging Color Shift Correction, RoPE-Swin Backbone, and Quantile-based Label Denoising Strategy for Robust Outdoor Scene Understanding	May 11, 2025	2D Semantic SegmentationDenoising	—Unverified	0	0
Generating 3D Bio-Printable Patches Using Wound Segmentation and Reconstruction to Treat Diabetic Foot Ulcers	Mar 8, 2022	2D Semantic Segmentation3D Reconstruction	—Unverified	0	0

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All datasets Deep Indices WildScenes xBD RELLIS-3D CamVid Extended heartSeg GF-PA66 3D XCT WaterScenes WorldFloods

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	7x7 dense-morphological + ibf + sprb	mIoU	82.19	—	Unverified
2	5x5 dense-morphological + ibf + sprb	mIoU	81.92	—	Unverified
3	7x7 linear + ibf+sprb	mIoU	81.49	—	Unverified
4	7x7 linear-ratio + ibf + sprb	mIoU	81.35	—	Unverified
5	7x7 polynomial + ibf + sprb	mIoU	81.21	—	Unverified
6	3x3 universal-function + ibf + sprb	mIoU	81.08	—	Unverified
7	5x5 polynomial + ibf + sprb	mIoU	80.67	—	Unverified
8	5x5 universal-function + ibf + sprb	mIoU	80.63	—	Unverified
9	7x7 universal-function + ibf + sprb	mIoU	80.36	—	Unverified
10	3x3 dense-morphological + ibf + sprb	mIoU	80.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mask2Former (Swin-L)	mIoU	47.85	—	Unverified
2	UPerNet (ConvNeXt-L)	mIoU	47.3	—	Unverified
3	Mask2Former (ResNet-50)	mIoU	43.71	—	Unverified
4	DeepLabv3 (ResNet-50)	mIoU	43.37	—	Unverified
5	Segformer (MiT-B5)	mIoU	40.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MambaBDA-Base	Weighted Average F1-score	0.81	—	Unverified
2	BDANet	Weighted Average F1-score	0.81	—	Unverified
3	Double branch U-Net	Weighted Average F1-score	0.8	—	Unverified
4	Double branch U-Net	Weighted Average F1-score	0.74	—	Unverified
5	Baseline Model	Weighted Average F1-score	0.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Swiftnet	Mean IoU (class)	77.9	—	Unverified
2	DeeplabV3 + Resnet	Mean IoU (class)	35.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SERNet-Former	mIoU	84.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNet	Average IOU	0.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Modular U-Net (2D)	Jaccard (Mean)	87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Achelous-FV-RDF-S2	mIoU	79.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SWRNet	Category mIoU	0.79	—	Unverified