Semantic Segmentation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 701–725 of 14763 papers

Title	Date	Tasks	Status	Hype
RepVGG: Making VGG-style ConvNets Great Again	Jan 11, 2021	GPUImage Classification	CodeCode Available	2
Distribution-Free, Risk-Controlling Prediction Sets	Jan 7, 2021	BIG-bench Machine LearningClassification	CodeCode Available	2
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers	Dec 31, 2020	DecoderMedical Image Segmentation	CodeCode Available	2
YolactEdge: Real-time Instance Segmentation on the Edge	Dec 22, 2020	Instance SegmentationReal-time Instance Segmentation	CodeCode Available	2
Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding	Nov 4, 2020	Multi-Task LearningScene Understanding	CodeCode Available	2
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale	Oct 22, 2020	image-classificationSemantic Segmentation	CodeCode Available	2
Lift, Splat, Shoot: Encoding Images From Arbitrary Camera Rigs by Implicitly Unprojecting to 3D	Aug 13, 2020	Autonomous VehiclesBird's-Eye View Semantic Segmentation	CodeCode Available	2
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution	Jun 3, 2020	Instance SegmentationObject	CodeCode Available	2
Segmentation Loss Odyssey	May 27, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Hierarchical Multi-Scale Attention for Semantic Segmentation	May 21, 2020	Panoptic SegmentationSemantic Segmentation	CodeCode Available	2
Label Efficient Visual Abstractions for Autonomous Driving	May 20, 2020	Autonomous DrivingSegmentation	CodeCode Available	2
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation	Apr 5, 2020	Real-Time Semantic SegmentationSegmentation	CodeCode Available	2
Binary Neural Networks: A Survey	Mar 31, 2020	Binarizationimage-classification	CodeCode Available	2
SOLOv2: Dynamic and Fast Instance Segmentation	Mar 23, 2020	Instance Segmentationobject-detection	CodeCode Available	2
Atlas: End-to-End 3D Scene Reconstruction from Posed Images	Mar 23, 2020	3D Reconstruction3D Scene Reconstruction	CodeCode Available	2
Semantically-Guided Representation Learning for Self-Supervised Monocular Depth	Feb 27, 2020	Depth EstimationDepth Prediction	CodeCode Available	2
Deep Snake for Real-Time Instance Segmentation	Jan 6, 2020	GPUInstance Segmentation	CodeCode Available	2
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds	Nov 25, 2019	3D Semantic SegmentationLIDAR Semantic Segmentation	CodeCode Available	2
SINet: Extreme Lightweight Portrait Segmentation Networks with Spatial Squeeze Modules and Information Blocking Decoder	Nov 20, 2019	BlockingDecoder	CodeCode Available	2
BlenderProc	Oct 25, 2019	3D Object RecognitionDepth Image Estimation	CodeCode Available	2
DeepGCNs: Making GCNs Go as Deep as CNNs	Oct 15, 2019	3D Point Cloud Classification3D Semantic Segmentation	CodeCode Available	2
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks	Oct 8, 2019	Dimensionality Reductionimage-classification	CodeCode Available	2
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation	Sep 24, 2019	DecoderObject	CodeCode Available	2
Asymmetric Non-local Neural Networks for Semantic Segmentation	Aug 21, 2019	GPUSegmentation	CodeCode Available	2
Interlaced Sparse Self-Attention for Semantic Segmentation	Jul 29, 2019	SegmentationSemantic Segmentation	CodeCode Available	2

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All datasets ADE20K NYU-Depth V2 Cityscapes test Cityscapes val ADE20K val PASCAL Context S3DIS Area5 PASCAL VOC 2012 test S3DIS ScanNet SUN-RGBD DensePASS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	InternImage-H (M3I Pre-training)	Params (M)	1,310	—	Unverified
2	ViT-P (InternImage-H)	Validation mIoU	63.6	—	Unverified
3	ONE-PEACE	Validation mIoU	63	—	Unverified
4	M3I Pre-training (InternImage-H)	Validation mIoU	62.9	—	Unverified
5	InternImage-H	Validation mIoU	62.9	—	Unverified
6	BEiT-3	Validation mIoU	62.8	—	Unverified
7	EVA	Validation mIoU	62.3	—	Unverified
8	ViT-P (OneFormer, InternImage-H)	Validation mIoU	61.6	—	Unverified
9	ViT-Adapter-L (Mask2Former, BEiTv2 pretrain)	Validation mIoU	61.5	—	Unverified
10	FD-SwinV2-G	Validation mIoU	61.4	—	Unverified