Semantic Segmentation
Benchmark List
All benchmarks related to this task
38-cloud
Best model: Cloud-Net+
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acdc-scribbles
Best model: ScribFormer
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ade20k
Best model: ONE-PEACE
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ade20k-val
Best model: SeMask (SeMask Swin-L MSFaPN-Mask2Former)
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ai-tod
Best model: Unet++(ResNet-50)
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airs
Best model: ICT-Net
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apolloscape-1
Best model: ERFNet-IntRA-KD (ours)
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arch2s
Best model: BIM-Net
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atlantis
Best model: Erfani et al.
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bdd
Best model: FasterSeg
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bdd100k-val
Best model: SERNet-Former_v2
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big
Best model: PSPNet + CascadePSP
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cam2bev
Best model: uNetXST
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camvid
Best model: SERNet-Former
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cems-w
Best model: UPerNet (RN50)
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cityscapes-test
Best model: VLTSeg
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cityscapes
Best model: SPFNet34M
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cityscapes-val
Best model: SERNet-Former
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cityscapes-vipriors-subset
Best model: EfficientSeg
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cleargrasp-novel
Best model: Cleargrasp
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coco-stuff
Best model: Deeplab v2
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coco-stuff-27
Best model: DiffSeg (512)
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coco-stuff-full
Best model: SegFormer-B5 (Single Scale)
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dacl10k-v1-testfinal
Best model: FPN EfficientNet-B4
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dada-seg
Best model: MMUDA
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dark-zurich
Best model: Refign (HRDA)
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deliver-1
Best model: CAFuser-CAA
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deliver
Best model: GeminiFusion
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densepass
Best model: Trans4PASS (multi-scale)
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diva-hisdb
Best model: U-Net
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dronedeploy
Best model: DLv3+ (Xception65)
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dsec
Best model: CMNeXt
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endoscapes
Best model: MoCo V2 Surg SSL - DeepLabv3+ head
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event-based-segmentation-dataset
Best model: Bimodal SegNet
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flair-french-land-cover-from-aerospace
Best model: Ensemble-04 MiT-0 MiT-1 RNX-1 RNX-2
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fmb-dataset
Best model: MMSFormer (RGB-Infrared)
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foodseg103
Best model: FoodSAM
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forward-looking-sonar-marine-debris-datasets
Best model: Unet+RN34
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fp4s
Best model: FP4S
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freiburg-forest
Best model: SSMA
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gamus
Best model: TIMF
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graz-02
Best model: VOLO-D5
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ham10000-1
Best model: MFSNet
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imagenet-s
Best model: TEC (ViT-B/16, 224x224, SSL+FT, mmseg)
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inria-aerial-image-labeling
Best model: UANet(PVT-V2-B2)
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isaid
Best model: SegNeXt-L
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isprs-potsdam
Best model: AerialFormer-B
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isprs-vaihingen
Best model: LSKNet-T
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kitti-360
Best model: CMX (RGB-Depth)
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kitti-semantic-segmentation
Best model: RPVNet [xu2021rpvnet]
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kvasir-instrument
Best model: DoubleUNet
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lars
Best model: KNet (Swin-T)
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lip-val
Best model: SOLIDER
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llrgbd-synthetic
Best model: SMMCL (SegNeXt-B)
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lofar-rfi-detection
Best model: Nearest Latent Neighbours
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lombardia-sentinel-2-image-time-series-for
Best model: UNet3D
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loveda
Best model: UNetFormer
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manipaluavid
Best model: UVid-Net
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mapillary-val
Best model: AO-SegNet
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matterport3d
Best model: SFSS-MMSI (RGB+Depth)
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mcubes
Best model: StitchFusion (RGB-A-D-N)
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mcubes-p
Best model: ShareCMP (B2 RGB-A-D)
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mixedwm38
Best model: WaferSegClassNet
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nighttime-driving
Best model: TADP
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nyu-depth-v2
Best model: DiffusionMMS (DAT++-S)
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openeds
Best model: RITnet
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pascal-context
Best model: SenFormer (Swin-L)
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pascal-voc
Best model: SegCLIP
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pascal-voc-2007
Best model: GALDNet
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pascal-voc-2011-test
Best model: Plugin network
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pascal-voc-2012-test
Best model: WASPnet-CRF (ours)
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pascal-voc-2012-val
Best model: EfficientNet-L2+NAS-FPN (single scale test, with self-training)
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pastis
Best model: U-TAE
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ph2
Best model: MobileUNETR
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porto
Best model: CMNeXt
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pothole-mix
Best model: HCMUS-CPS-DLU-Net
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rellis-3d-dataset
Best model: GA-Nav
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replica
Best model: LabelMaker
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rugd
Best model: GA-Nav
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s3dis
Best model: Sonata + PTv3
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s3dis-area5
Best model: PointNet
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scannetv2
Best model: Floors are Flat
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selma
Best model: CMX
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semantic3d
Best model: Feature Geometric Net
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shapenet
Best model: SGPN
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sift-flow
Best model: RBE2E
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spacenet-1
Best model: MAE+MTP(ViT-L)
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spectralwaste
Best model: CMX (RGB-HYPER)
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stanford2d3d-panoramic
Best model: Trans4PASS+ (Supervised + Small + MS)
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stare
Best model: UNet
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sun-rgbd
Best model: GeminiFusion (Swin-Large)
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swinyseg
Best model: ACLNet
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synpass
Best model: Trans4PASS+
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synthia
Best model: CGA-Net
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synthia-cvpr16
Best model: SSMA
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synthia-to-cityscapes
Best model: HRDA + PiPa
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thud-robotic-dataset
Best model: SA-Gate
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tlcgis
Best model: SA-Gate
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toronto-3d-l002
Best model: EyeNet
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trans10k
Best model: Trans4Trans (M)
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uavid
Best model: LSKNet-S
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uplight
Best model: ShareCMP (B2 RGB-FP)
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urbanlf
Best model: CMNeXt (RGB-LF80)
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us3d-1
Best model: HRNet-48
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utfpr-sbd3
Best model: EPYNET
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vdd
Best model: Segformer-B2
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zju-rgb-p
Best model: ShareCMP (B4 RGB-FP)
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bjroad
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cc3m-tagmask
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cityscapes-3d
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coco
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coco-stuff-test
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dacl10k-v1-testdev
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ddd17
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deliver-test
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eventscape
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gtav-to-cityscapes-labels
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hepic
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hera-and-lofar-rfi-detection
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hypersim
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isic-2017
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landcover-ai
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mila-simulated-floods
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montgomery-county-x-ray-set
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muses-multi-sensor-semantic-perception
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okutama-drone-and-swiss-drone-dataset
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pascal-voc-2010-test
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pascal-voc-2011
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pascal-voc-2012
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pastis-r
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petraw
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potsdam-1
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potsdam
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sbcoseg
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scannet
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semanticposs
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skyscapes-dense
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skyscapes-lane
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stanford2d3d-panoramic-rgbd
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stanford2d3d-rgbd
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structured3d
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swimseg
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swinseg
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syn-udtiri
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synthetic-bathing-perception
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us3d
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uyfds
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vaihingen
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wilddash
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