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SotA/Medical/Semantic Segmentation

Semantic Segmentation

613 benchmarks14763 papers

Benchmarks

Semantic Segmentation on ADE20K

Validation mIoU Params (M)mIoU GFLOPs (512 x 512)Mean IoU (val)mAP Test Score GFLOPs Mean IoU (test) Mean IoU (class)PQ

Semantic Segmentation on Cityscapes val

mIoU PQ AP PQth PQst Frame (fps)FPS Validation mIoU Time (ms)pixel accuracy RQ SQ

Semantic Segmentation on ADE20K val

mIoU PQ AP Pixel Accuracy

Semantic Segmentation on PASCAL VOC 2012 val

Mean IoU Clustering [mIoU]Linear Classifier [mIoU]mIoU FCN [mIoU]mIoU (Syn)

Semantic Segmentation on PASCAL Context

mIoU Mean Accuracy Pixel Accuracy

Semantic Segmentation on ShapeNet-Part

Instance Average IoU Class Average IoU

Semantic Segmentation on PASCAL VOC 2012 test

Mean IoU FLOPS Params

Semantic Segmentation on S3DIS Area5

mIoU mAcc oAcc PQ RQ SQ Params (M)Number of params PQ (with stuff)RQ (with stuff)SQ (with stuff)FLOPs

Semantic Segmentation on MFN Dataset

mIOU Frame (fps)

Semantic Segmentation on S3DIS

Mean IoU oAcc mAcc Params (M)mIoU (6-Fold)mIoU (Area-5)mIoU PQ RQ SQ PQ (with stuff)RQ (with stuff)SQ (with stuff)FLOPs Number of params

Semantic Segmentation on PASCAL VOC 2012

mIoU Mean IoU (val)Mean IoU Mean IoU (test)

Semantic Segmentation on COCO 2014 val

Semantic Segmentation on COCO test-dev

Semantic Segmentation on ScanNet

test mIoU val mIoU PQ PQ_th PQ_st 3DIoU Average Accuracy

Semantic Segmentation on COCO minival

PQ PQth PQst AP mIoU RQ SQ RQst RQth SQst SQth boxAP maskAP

Semantic Segmentation on DADA-seg

Semantic Segmentation on DeLiVER

Semantic Segmentation on Cityscapes test

Time (ms)Frame (fps)mIoU Accuracy PQ Mean IoU (class)Category mIoU Pixel Accuracy

Semantic Segmentation on COCO-Stuff-27

Clustering [Accuracy]Clustering [mIoU]Linear Classifier [mIoU]Linear Classifier [Accuracy]mIoU pixel accuracy Pixel Accuracy

Semantic Segmentation on CamVid

mIoU Time (ms)Frame (fps)Mean IoU Global Accuracy

Semantic Segmentation on PASCAL VOC 2012 25% labeled

Validation mIoU

Semantic Segmentation on PST900

Semantic Segmentation on RGB-T-Glass-Segmentation

Semantic Segmentation on ImageNet-S

mIoU (val)mIoU (test)

Semantic Segmentation on LaRS

Q F1 μ mIoU PQ

Semantic Segmentation on NYU Depth v2

Mean IoU mIoU Speed(ms/f)Mean Accuracy PQ Speed (FPS)

Semantic Segmentation on LoveDA

Semantic Segmentation on Pascal VOC 2012 6.25% labeled

Validation mIoU

Semantic Segmentation on iSAID

Semantic Segmentation on ISPRS Potsdam

Overall Accuracy Mean F1 Mean IoU

Semantic Segmentation on KITTI-360

mIoU miou Val miou mIoU Category PQ RQ SQ Params (M)Model size

Semantic Segmentation on PASCAL VOC 2012 1464 labels

Validation mIoU

Semantic Segmentation on PASCAL VOC 2012 92 labeled

Validation mIoU

Semantic Segmentation on COCO-Stuff-171

mIoU Pixel Accuracy

Semantic Segmentation on PASCAL VOC 2012 183 labeled

Validation mIoU

Semantic Segmentation on PASCAL VOC 2012 732 labeled

Validation mIoU

Semantic Segmentation on ScanNet200

val mIoU test mIoU

Semantic Segmentation on Dark Zurich

Semantic Segmentation on PASCAL VOC 2012 366 labeled

Validation mIoU

Semantic Segmentation on Trans10K

Semantic Segmentation on FMB Dataset

Semantic Segmentation on Nighttime Driving

Semantic Segmentation on Mapillary val

mIoU PQ PQst PQth

Semantic Segmentation on SUN-RGBD

Mean IoU Mean IoU (test)PQ

Semantic Segmentation on Stanford2D3D Panoramic

Semantic Segmentation on UrbanLF

mIoU (Syn)mIoU (Real)

Semantic Segmentation on Vaihingen

Semantic Segmentation on ZJU-RGB-P

mIoU Frame (fps)

Semantic Segmentation on BDD100K val

mIoU AP APC APQ

Semantic Segmentation on COCO-Object

Semantic Segmentation on EventScape

Semantic Segmentation on GTAV-to-Cityscapes Labels

Semantic Segmentation on PASCAL Context-59

Semantic Segmentation on VIPSeg

Semantic Segmentation on Potsdam

Semantic Segmentation on US3D

Semantic Segmentation on BJRoad

Semantic Segmentation on PASCAL VOC

Semantic Segmentation on SemanticKITTI

mIoU (1% Labels)mIoU (10% Labels)mIoU (50% Labels)mIoU (20% Labels)mIoU Speed (FPS)Parameters (M)mIoU (0.5% Labels)mIoU (2% Labels)mIoU (5% Labels)PQ PQ_dagger PQst PQth RQ RQst RQth SQ SQst SQth mIoU-1%mIOU (1% Test set)test mIoU val mIoU

Semantic Segmentation on Cityscapes 6.25% labeled

Validation mIoU

Semantic Segmentation on Fine-Grained Grass Segmentation Dataset

Semantic Segmentation on ISPRS Vaihingen

Overall Accuracy Average F1 Category mIoU

Semantic Segmentation on MCubeS

Semantic Segmentation on PascalVOC-20

Semantic Segmentation on SYN-UDTIRI

Semantic Segmentation on SpaceNet 1

Semantic Segmentation on UAVid

Mean IoU Category mIoU

Semantic Segmentation on nuScenes

mIoU (1% Labels)mIoU (10% Labels)mIoU (20% Labels)mIoU (50% Labels)IoU veh - 224x480 - No vis filter - 100x100 at 0.5 IoU veh - 224x480 - Vis filter. - 100x100 at 0.5 IoU ped - 224x480 - Vis filter. - 100x100 at 0.5 IoU veh - 448x800 - Vis filter. - 100x100 at 0.5 IoU veh - 448x800 - No vis filter - 100x100 at 0.5 IoU lane - 224x480 - 100x100 at 0.5 mIoU (0.5% Labels)mIoU (2% Labels)mIoU (5% Labels)IoU veh - 224x480 - No vis filter - 100x50 at 0.25 IoU vehicle - Setting 3 mIoU

Semantic Segmentation on COCO (Common Objects in Context)

mIoU Mean IoU (val)

Semantic Segmentation on COCO 1/128 labeled

Validation mIoU

Semantic Segmentation on COCO 1/256 labeled

Validation mIoU

Semantic Segmentation on COCO 1/64 labeled

Validation mIoU

Semantic Segmentation on DALES

mIoU Overall Accuracy PQ RQ SQ Params (M)Model size

Semantic Segmentation on DDD17

Semantic Segmentation on DELIVER

Semantic Segmentation on DSEC

Semantic Segmentation on RELLIS-3D Dataset

Mean IoU (class)

Semantic Segmentation on ScribbleKITTI

mIoU (1% Labels)mIoU (10% Labels)mIoU (20% Labels)mIoU (50% Labels)mIoU mIoU-1%

Semantic Segmentation on COCO 1/512 labeled

Validation mIoU

Semantic Segmentation on Cityscapes-VPS

VPQ VPQ (thing)VPQ (stuff)

Semantic Segmentation on Hypersim

mIoU mIoU (test)PQ PQ (test)

Semantic Segmentation on LLRGBD-synthetic

Semantic Segmentation on MCubeS (P)

Semantic Segmentation on ScanNet++

Top-1 IoU Top-3 IoU

Semantic Segmentation on SensatUrban

Semantic Segmentation on SpectralWaste

Semantic Segmentation on UPLight

Semantic Segmentation on COCO 1/32 labeled

Validation mIoU

Semantic Segmentation on FoodSeg103

Semantic Segmentation on INRIA Aerial Image Labeling

Semantic Segmentation on IntrA

IoU (V)IoU (A)DSC (V)DSC (A)

Semantic Segmentation on KITTI Semantic Segmentation

Mean IoU (class)Category IoU Category iIoU class iIoU

Semantic Segmentation on Kvasir-SEG

Semantic Segmentation on Lyft Level 5

IoU vehicle - 224x480 - Long IoU vehicle - 224x480 - Short

Semantic Segmentation on Potsdam-3

Accuracy mIoU Pixel Accuracy

Semantic Segmentation on SELMA

Semantic Segmentation on SYNTHIA-to-Cityscapes

Semantic Segmentation on SkyScapes-Dense

Semantic Segmentation on Toronto-3D

Semantic Segmentation on VDD

Semantic Segmentation on khanhha's dataset - 4x upscaling (blind)

IoU_max Average IOU AHD95 HD95_min

Semantic Segmentation on COCO-Stuff-3

Semantic Segmentation on Cityscapes

mIoU Pixel Accuracy

Semantic Segmentation on Event-based Segmentation Dataset

Semantic Segmentation on GAMUS

Semantic Segmentation on KITTI-STEP

AQ SQ STQ mIoU pixel accuracy

Semantic Segmentation on Noisy RS RGB-T Dataset

Semantic Segmentation on PartNet

Semantic Segmentation on Porto

Semantic Segmentation on STPLS3D

Semantic Segmentation on Stanford2D3D - RGBD

mIoU Pixel Accuracy mAcc

Semantic Segmentation on TLCGIS

Semantic Segmentation on Synthetic Bathing Perception

Semantic Segmentation on ADE20K 1/16 labeled

Validation mIoU

Semantic Segmentation on ADE20K 1/32 labeled

Validation mIoU

Semantic Segmentation on FLAIR (French Land cover from Aerospace ImageRy)

Semantic Segmentation on Global Flood forecasting

Semantic Segmentation on ImageNet-S-50

mIoU (test)mIoU (val)

Semantic Segmentation on KP day-night

Semantic Segmentation on Munich Sentinel2 Crop Segmentation

Overall Accuracy

Semantic Segmentation on Pascal VOC 2012 12.5% labeled

Validation mIoU

Semantic Segmentation on Replica

Semantic Segmentation on ScanNetV2

PQ RQ SQ Mean IoU Params (M)mIoU Pixel Accuracy Mean IoU (test)Mean IoU (val)

Semantic Segmentation on SimBEV

mIoU road car truck bus motorcycle bicycle rider pedestrian

Semantic Segmentation on Toronto-3D L002

Semantic Segmentation on BIG

Semantic Segmentation on CC3M-TagMask

Semantic Segmentation on COCO-Stuff-81

mIoU Pixel Accuracy

Semantic Segmentation on ChesapeakeRSC

Semantic Segmentation on Cityscapes 100 samples labeled

Validation mIoU

Semantic Segmentation on CrackVision12K

Semantic Segmentation on Fine-Grained Cloud Segmentation Dataset

Semantic Segmentation on Indian Driving Dataset

Semantic Segmentation on KITTI Panoptic Segmentation

Semantic Segmentation on Lombardia Sentinel-2 Image Time Series for Crop Mapping

Overall Accuracy

Semantic Segmentation on Matterport3D

Test mIoU Validation mIoU

Semantic Segmentation on Okutama Drone and Swiss Drone Dataset

Semantic Segmentation on PASCAL Context-60

Semantic Segmentation on PASCAL VOC 2012 train

Semantic Segmentation on PETRAW

Mean IoU (class)

Semantic Segmentation on PanNuke

Semantic Segmentation on SUIM

Pixel Accuracy mIoU Mean IoU (class)

Semantic Segmentation on Structured3D

Test mIoU Validation mIoU

Semantic Segmentation on THUD Robotic Dataset

Semantic Segmentation on WildScenes

mIoU mIoU (Temporal DA)mIoU (Env DA)

Semantic Segmentation on CEMS-W

Semantic Segmentation on COCO-Stuff

mIoU F.W. IU Per-Class Accuracy Pixel Accuracy Frame (fps)

Semantic Segmentation on COCO-Stuff test

Semantic Segmentation on COCO-Stuff-15

Semantic Segmentation on Cityscapes 93 labeled

Validation mIoU

Semantic Segmentation on DIVA-HisDB

Mean IoU (class)Line IoU Pixel IoU

Semantic Segmentation on HSI-Drive v2.0

Accuracy Average Accuracy Avg. F1 Jaccard (Mean)

Semantic Segmentation on HyKo2-VIS

Accuracy Average Accuracy Average Jaccard Avg. F1

Semantic Segmentation on Hyperspectral City

Jaccard (Mean)Accuracy Average Accuracy Avg. F1

Semantic Segmentation on Montgomery County X-ray Set

Semantic Segmentation on OpenTrench3D

mIoU mAcc Model Size

Semantic Segmentation on PASCAL VOC 2011 test

Semantic Segmentation on PASTIS

Mean IoU (test)PQ RQ SQ Overall Accuracy Number of Params

Semantic Segmentation on Pascal VOC 2012 50% labeled

Validation mIoU

Semantic Segmentation on Potsdam

Semantic Segmentation on SIFT-flow

Mean Accuracy Pixel Accuracy

Semantic Segmentation on SYNTHIA

Semantic Segmentation on Stanford2D3D Panoramic - RGBD

Semantic Segmentation on StreetHazards

Semantic Segmentation on US3D

Semantic Segmentation on dacl10k v1 testdev

Semantic Segmentation on 38-Cloud

Semantic Segmentation on 4D-OR

Semantic Segmentation on AI-TOD

Semantic Segmentation on ApolloScape

Semantic Segmentation on COCO panoptic

Semantic Segmentation on Cityscapes 12.5% labeled

Validation mIoU

Semantic Segmentation on Cityscapes 25% labeled

Validation mIoU

Semantic Segmentation on Cityscapes 50% labeled

Validation mIoU

Semantic Segmentation on Cityscapes with extra (no coarse labels)

Validation mIoU

Semantic Segmentation on Cleargrasp (Novel)

Mean IoU Accuracy

Semantic Segmentation on Cluttered Omniglot

IoU [32 distractors]IoU [4 distractors]IoU [256 distractors]

Semantic Segmentation on DeepGlobe

Semantic Segmentation on Endoscapes

Semantic Segmentation on Freiburg Forest

Semantic Segmentation on Graz-02

Semantic Segmentation on HERA RFI Detection

Semantic Segmentation on HePIC 🏛️

Semantic Segmentation on Kvasir-Instrument

mIoU DSC Dice (Average)

Semantic Segmentation on LOFAR RFI Detection

Semantic Segmentation on MM-OR

Semantic Segmentation on MUSES: MUlti-SEnsor Semantic perception dataset

Semantic Segmentation on Massachusetts Roads Dataset

Semantic Segmentation on MovieNet

Semantic Segmentation on PASCAL VOC 2007

Mean IoU Mean IoU (val)

Semantic Segmentation on PH2

Average Dice Average IOU

Semantic Segmentation on PolypGen

Dice Precision Recall mIoU

Semantic Segmentation on SYNTHIA-CVPR’16

Semantic Segmentation on Semantic3D

Semantic Segmentation on SkyScapes-Lane

Semantic Segmentation on Stanford 2D-3D

mIoU (0.1% labels)MM-Robust mIoU (0.1% labels)

Semantic Segmentation on The ULS23 Challenge Test Set

ChallengeScore Long-Axis SMAPE Short-Axis SMAPE Average Dice

Semantic Segmentation on Waymo Open Dataset

Semantic Segmentation on WoodScape

Semantic Segmentation on khanhha's dataset - 4x upscaling

Average IOU IoU_max

Semantic Segmentation on 2017 Robotic Instrument Segmentation Challenge

Semantic Segmentation on 2D-3D-S

mIoU (0.1% labels)mIoU (0.2% labels)mIoU (1% labels)

Semantic Segmentation on 3D Platelet EM

Mean IoU (test)

Semantic Segmentation on ACDC (Adverse Conditions Dataset with Correspondences)

Semantic Segmentation on AIRS

Semantic Segmentation on ARCH2S

Semantic Segmentation on ATLANTIS

A-acc A-mIoU Accuracy mIoU

Semantic Segmentation on BDD

Semantic Segmentation on BUS 2017 Dataset B

Semantic Segmentation on COCO-All

Semantic Segmentation on COCO-Persons

Semantic Segmentation on COCO-Stuff full

Mean IoU (class)

Semantic Segmentation on COCO-Stuff val

Semantic Segmentation on Cam2BEV

Semantic Segmentation on Cityscapes 10% labeled

Mean IoU (class)

Semantic Segmentation on Cityscapes 3D

Semantic Segmentation on Cityscapes VIPriors subset

Semantic Segmentation on DeLiVER test

Semantic Segmentation on DigestPath

Semantic Segmentation on DroneDeploy

Mean IoU (test)Mean IoU (val)

Semantic Segmentation on ECLAIR

Semantic Segmentation on FLAME

FPS Mean Intersection over Union Mean Pixel Accuracy

Semantic Segmentation on FP4S

Semantic Segmentation on Forward-Looking Sonar Marine Debris Datasets

Semantic Segmentation on HAM10000

Average Dice Average IOU

Semantic Segmentation on HelixNet

Inference Time (ms) (1/5 rotation)mIoU (1/5 rotation)

Semantic Segmentation on ISIC 2017

Semantic Segmentation on ImageNet-S-300

mIoU (test)mIoU (val)

Semantic Segmentation on KiTS19

Semantic Segmentation on LandCover.ai

Semantic Segmentation on LiTS17

Semantic Segmentation on ManipalUAVid

Semantic Segmentation on Mila Simulated Floods

Semantic Segmentation on MixedWM38

Semantic Segmentation on OpenEDS

Semantic Segmentation on PASCAL Context 12.5% labeled

Validation mIoU

Semantic Segmentation on PASCAL Context 25% labeled

Validation mIoU

Semantic Segmentation on PASCAL Context val

Semantic Segmentation on PASCAL VOC 2010 test

Semantic Segmentation on PASCAL VOC 2011

Semantic Segmentation on PASCAL VOC 2012 331 labeled

Validation mIoU

Semantic Segmentation on PASCAL VOC 2012 50%

Validation mIoU

Semantic Segmentation on PASTIS-R

Semantic Segmentation on Panoptic nuScenes test

Semantic Segmentation on Panoptic nuScenes val

Semantic Segmentation on RUGD

Semantic Segmentation on SBCoseg

Semantic Segmentation on SCUT-Seg Dataset

Semantic Segmentation on SODA Dataset

Semantic Segmentation on STARE

Semantic Segmentation on SWIMSEG

Average Precision Average Recall F1-Score MCC Mean IoU

Semantic Segmentation on SWINSEG

Average Precision Average Recall F1-Score MCC Mean IoU

Semantic Segmentation on SWINySEG

Average Precision Average Recall F1-Score MCC Mean IoU

Semantic Segmentation on SemanticPOSS

Semantic Segmentation on ShapeNet

Semantic Segmentation on UTFPR-SBD3

1:1 Accuracy IoU

Semantic Segmentation on WildDash

Semantic Segmentation on dacl10k v1 testfinal

Semantic Segmentation on ACDC Scribbles

Semantic Segmentation on Cityscapes 2% labeled

Validation mIoU

Semantic Segmentation on Cityscapes 5% labeled

Validation mIoU

Semantic Segmentation on DensePASS

Semantic Segmentation on LIP val

Semantic Segmentation on PASCAL VOC 2012 1000 labels

Validation mIoU

Semantic Segmentation on PASCAL VOC 2012 500 labels

Validation mIoU

Semantic Segmentation on Pascal VOC 2012 1% labeled

Validation mIoU

Semantic Segmentation on Pascal VOC 2012 2% labeled

Validation mIoU

Semantic Segmentation on Pascal VOC 2012 5% labeled

Validation mIoU

Semantic Segmentation on Pothole Mix

Test Dice Multiclass Test mIoU Validation Dice Multiclass Validation mIoU

Semantic Segmentation on SemanticKITTI-C

mean Corruption Error (mCE)

Semantic Segmentation on SynPASS

Semantic Segmentation on WOD-C

mean Corruption Error (mCE)

Semantic Segmentation on ^(#$!@#$)(()))******

Semantic Segmentation on nuScenes-C

mean Corruption Error (mCE)

Semantic Segmentation on uyfds