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SotA/Methodology/2D Classification

2D Classification

847 benchmarks0 papers

Benchmarks

2D Classification on nuScenes

NDS mAP mATE mASE mAOE mAVE mAAE AP(l)AP(m)AP(s)AP50 AP75 AP85 AR AR(l)AR(m)AR(s)MAP

2D Classification on COCO test-dev

box mAP AP50 AP75 APL APM APS Params (M)GFLOPs Hardware Burden Operations per network pass

2D Classification on COCO minival

box AP AP50 AP75 APL APS APM Params (M)

2D Classification on COCO (Common Objects in Context)

box AP FPS (V100, b=1)MAP AP 0.5 mPC [AP]rPC [%]GFlops Average Recall

2D Classification on GoPro

2D Classification on PASCAL VOC 2007

MAP Average mAP FPS AP50 mPC [AP50]rPC [%]Unknown Recall WI A-OSE mAP@50 mAP@50-95 box AP

2D Classification on COCO-O

Average mAP Effective Robustness

2D Classification on ImageNet VID

2D Classification on MS-COCO (10-shot)

2D Classification on ScanNetV2

mAP@0.25 mAP@0.5

2D Classification on COCO 2017 val

AP AP50 AP75 APL APM APS Param.

2D Classification on MSCOCO

AP 0.5 AP mAP @0.5:0.95 Average mAP mAP mAP@50

2D Classification on PASCAL VOC 2012 test

MAP Bounding Box AP

2D Classification on DUTS-TE

MAE max F-measure S-Measure mean F-Measure mean E-Measure Weighted F-Measure

2D Classification on SUN-RGBD val

mAP@0.25 mAP@0.5 Inference Speed (s)MAP

2D Classification on KITTI Cars Moderate

AP Medium AP75 AP

2D Classification on LVIS v1.0

AP novel-LVIS base training AP novel-Unrestricted open-vocabulary training box AP

2D Classification on MUSDB18

SDR (avg)SDR (vocals)SDR (drums)SDR (bass)SDR (other)

2D Classification on NJU2K

Average MAE S-Measure max F-Measure max E-Measure

2D Classification on CAMO-FS

2D Classification on HIDE (trained on GOPRO)

PSNR (sRGB)SSIM (sRGB)Params (M)

2D Classification on MS-COCO (30-shot)

2D Classification on DIS-VD

max F-Measure S-Measure weighted F-measure MAE E-measure HCE

2D Classification on DIS-TE1

max F-Measure S-Measure weighted F-measure MAE E-measure HCE

2D Classification on DIS-TE2

max F-Measure S-Measure weighted F-measure MAE HCE E-measure

2D Classification on DIS-TE3

max F-Measure weighted F-measure MAE S-Measure E-measure HCE

2D Classification on DIS-TE4

max F-Measure weighted F-measure MAE E-measure S-Measure HCE

2D Classification on CrowdHuman (full body)

2D Classification on nuScenes Camera Only

NDS Future Frame

2D Classification on DUT-OMRON

MAE S-Measure F-measure mean F-Measure mean E-Measure Weighted F-Measure

2D Classification on RealBlur-R (trained on GoPro)

SSIM (sRGB)PSNR (sRGB)

2D Classification on CAMO

MAE Weighted F-Measure S-Measure E_{\phi}S_{\alpha}F_{\beta}

2D Classification on RealBlur-J

PSNR (sRGB)SSIM (sRGB)Params(M)

2D Classification on Artaxor

2D Classification on CPPE-5

box AP AP50 AP75 APS APM APL

2D Classification on FBMS-59

S-Measure MAX F-MEASURE AVERAGE MAE MAX E-MEASURE

2D Classification on LVIS v1.0 val

AP box AP APr APc APf box APr AP50 AP75

2D Classification on PCOD_1200

2D Classification on RealBlur-R

PSNR (sRGB)SSIM (sRGB)Params

2D Classification on SIP

Average MAE S-Measure max E-Measure max F-Measure

2D Classification on UODD

2D Classification on COCO 2017

mAP AP AP50 AP75 APM APM50 APM75 Mean mAP

2D Classification on DIOR

2D Classification on Manga109-s 15test

2D Classification on Waymo 2D detection all_ns f0val

2D Classification on ECSSD

MAE S-Measure F-measure mean F-Measure mean E-Measure Weighted F-Measure F-Score

2D Classification on GRAZPEDWRI-DX

AP50 F1-score mAP Fracture Sensitivity

2D Classification on HKU-IS

MAE S-Measure F-measure mean F-Measure mean E-Measure Weighted F-Measure F-Score

2D Classification on HRSOD

S-Measure max F-Measure MAE mBA

2D Classification on MUSDB18-HQ

SDR (avg)SDR (bass)SDR (drums)SDR (others)SDR (vocals)

2D Classification on NLPR

S-Measure Average MAE max F-Measure max E-Measure

2D Classification on PKU-DDD17-Car

2D Classification on RealBlur-J (trained on GoPro)

PSNR (sRGB)SSIM (sRGB)

2D Classification on STERE

S-Measure Average MAE max F-Measure max E-Measure

2D Classification on Cityscapes

2D Classification on DES

S-Measure Average MAE max F-Measure max E-Measure

2D Classification on PASCAL-S

MAE S-Measure F-measure mean F-Measure mean E-Measure Weighted F-Measure F-Score

2D Classification on USB (Standard USB 1.0 protocol)

2D Classification on Watercolor2k

2D Classification on COD

S-Measure Weighted F-Measure MAE

2D Classification on DAVIS-S

S-measure F-measure MAE mBA

2D Classification on DSEC

2D Classification on DWD

2D Classification on RSBlur

Average PSNR SSIM

2D Classification on SFCHD

mAP@0.5:0.95 mAP@0.50

2D Classification on UHRSD

S-Measure max F-Measure MAE mBA

2D Classification on DAVIS-2016

S-Measure AVERAGE MAE MAX E-MEASURE MAX F-MEASURE

2D Classification on GEN1 Detection

2D Classification on GoodsAD

2D Classification on KITTI Cars Easy val

2D Classification on KITTI Cars Moderate val

2D Classification on KITTI-360

AP50 AP25 mAP@0.3

2D Classification on LVIS v1.0 minival

2D Classification on MSU BASED

Subjective SSIM VMAF LPIPS PSNR ERQAv2.0

2D Classification on View-of-Delft (val)

2D Classification on nuscenes Camera-Radar

2D Classification on Clipark1k

2D Classification on CoCA

S-measure max F-measure mean E-measure Mean F-measure max E-measure MAE

2D Classification on CoSOD3k

max E-measure S-measure max F-measure MAE mean E-measure mean F-measure

2D Classification on CoSal2015

max E-measure S-measure max F-measure MAE mean E-measure mean F-measure

2D Classification on DeepFish

2D Classification on DeepLesion

2D Classification on KITTI Cars Hard val

2D Classification on NEU-DET

2D Classification on ViSal

S-Measure max E-measure Average MAE

2D Classification on Wildtrack

MODA MODP Recall

2D Classification on DAIR-V2X-I

AP|R40(moderate)AP|R40(easy)AP|R40(hard)

2D Classification on DAVSOD-easy35

S-Measure Average MAE max E-Measure max F-Measure

2D Classification on DIOR-R

2D Classification on HRSC2016

2D Classification on MS-COCO

2D Classification on MultiviewX

MODA MODP Recall

2D Classification on SeaDronesSee

mAP@0.5 mAP@0.50

2D Classification on UA-DETRAC

2D Classification on VOS-T

S-Measure max E-measure Average MAE

2D Classification on Clipart1k

2D Classification on Comic2k

2D Classification on DAVSOD-Difficult20

S-Measure max E-measure Average MAE

2D Classification on DAVSOD-Normal25

S-Measure max E-measure Average MAE

2D Classification on Description Detection Dataset

Intra-scenario FULL mAP Intra-scenario PRES mAP Intra-scenario ABS mAP

2D Classification on MCL

S-Measure MAX E-MEASURE AVERAGE MAE MAX F-MEASURE

2D Classification on ODinW Full-Shot 13 Tasks

2D Classification on Rope3D

2D Classification on SUN-RGBD

mAP@0.25 mAP@0.5 Inference Speed (s)

2D Classification on SegTrack v2

S-Measure AVERAGE MAE max E-measure MAX F-MEASURE

2D Classification on UAVDT

2D Classification on UVSD

S-Measure max E-measure Average MAE

2D Classification on Waymo Open Dataset

mAPH/L2 AP/L2 Latency, ms 3D mAPH Vehicle (Front Camera Only)AP

2D Classification on iRodent

2D Classification on DVD

2D Classification on ISTD

Balanced Error Rate

2D Classification on KITTI Cars Hard

2D Classification on LFSD

S-Measure Average MAE max E-Measure max F-Measure

2D Classification on MS-COCO (1-shot)

2D Classification on MS-COCO-2014

2D Classification on NAO

mAP mAP w/o OOD mAR

2D Classification on OVAD-Box benchmark

mean average precision

2D Classification on PASCAL VOC 2012

2D Classification on PASCAL VOC'07

2D Classification on S3DIS

mAP@0.5 mAP@0.25

2D Classification on SBU / SBU-Refine

Balanced Error Rate

2D Classification on SOC

Average MAE S-Measure mean E-Measure

2D Classification on SUN RGB-D

AP 0.5 AP@0.15 (10 / NYU-37)AP@0.15 (NYU-37)AP@0.15 (10 / PNet-30)

2D Classification on StyleBench

2D Classification on TBBR

Average Recall@IoU:0.5-0.95

2D Classification on UCF

Balanced Error Rate

2D Classification on nuScenes LiDAR only

NDS mAP NDS (val)mAP (val)

2D Classification on waymo cyclist

2D Classification on waymo pedestrian

2D Classification on AI-TOD

AP AP50 AP75 APvt APt APs APm mAP50 mAP@50-95

2D Classification on Argoverse

2D Classification on BigDetection val

2D Classification on CHAMELEON

S-measure weighted F-measure MAE

2D Classification on Charades

2D Classification on Cholec80

2D Classification on EventPed

2D Classification on InOutDoor

2D Classification on KITTI Pedestrians Moderate

2D Classification on MP-100

Mean PCK@0.2 - 1shot Mean PCK@0.2 - 5shot

2D Classification on NC4K

S-measure weighted F-measure MAE

2D Classification on PeopleArt

mAP@0.5 mAP mAP@0.75 MAP

2D Classification on STCrowd

2D Classification on V2XSet

AP0.5 (Perfect)AP0.7 (Perfect)AP0.5 (Noisy)AP0.7 (Noisy)

2D Classification on waymo vehicle

APH/L2 L1 mAP AP

2D Classification on Beam-Splitter Deblurring (BSD)

2D Classification on CIFAR-10

2D Classification on CVCS

MODA (1m)MODP (1m)Precision (1m)Recall (1m)F1_score (1m)MODA (0.5m)F1_score (0.5m)

2D Classification on CityStreet

MODA (2m)MODP (2m)Precision (2m)Recall (2m)F1_score (2m)

2D Classification on DTTD-Mobile

ADD AUC ADD-S AUC

2D Classification on KITTI Cars Easy

2D Classification on KITTI Cyclists Moderate

2D Classification on LVIS v1.0 test-dev

AP AP50 AP75 APr APc APf

2D Classification on MP100

Mean PCK@0.2 - 1shot

2D Classification on ODinW

2D Classification on OPV2V

AP@0.7@Default AP@0.7@CulverCity AP50

2D Classification on OVAD benchmark

mean average precision

2D Classification on RGBD135

Average MAE S-Measure max F-Measure max E-Measure

2D Classification on SKU-110K

2D Classification on SOD4SB Private Test

2D Classification on SOD4SB Public Test

2D Classification on SimBEV

SDS mAP mATE mAOE mASE mAVE

2D Classification on V2X-SIM

mAP mATE mASE mAOE

2D Classification on VisDrone-DET2019

AP50 AP APvt APt APs AP75 FPS APm

2D Classification on iSAID

Average Precision

2D Classification on ARKitScenes

mAP@0.25 mAP@0.5

2D Classification on Aria Everyday Objects

2D Classification on Aria Synthetic Environments

2D Classification on BASED

PSNR VMAF ERQAv2.0 LPIPS SSIM

2D Classification on HICO-DET

2D Classification on ImageNet

2D Classification on India Driving Dataset

2D Classification on KITTI Cyclist Easy val

2D Classification on KITTI Cyclist Hard val

2D Classification on KITTI Cyclist Moderate val

2D Classification on KITTI Pedestrian Easy val

2D Classification on KITTI Pedestrian Hard

AP Hard Average Precision

2D Classification on KITTI Pedestrian Hard val

2D Classification on KITTI Pedestrian Moderate val

2D Classification on MP-IDB

2D Classification on MoCA-Mask

S-measure weighted F-measure MAE mDice mIoU

2D Classification on TruckScenes

2D Classification on Visual Genome

MAP Average mAP

2D Classification on WaterScenes

2D Classification on 3D Object Detection on Argoverse2 Camera Only

2D Classification on 3RScan

mAP@0.25 mAP@0.5

2D Classification on Argoverse-HD (Detection-Only, Test)

2D Classification on Argoverse-HD (Full-Stack, Test)

2D Classification on COD10K

E_{\phi}MAE S_{\alpha}F_{\beta}

2D Classification on DOTA

2D Classification on DVD

2D Classification on FAIR1M-2.0

2D Classification on FlickrLogos-32

2D Classification on Google Objectron

Average Precision at 0.5 3D IoU MPE AP at 15' Azimuth error AP at 10' Elevation error

2D Classification on KITTI Pedestrian Easy

AP Easy Average Precision

2D Classification on KITTI Pedestrian Moderate

AP Medium Average Precision

2D Classification on Manga109

Average Precision

2D Classification on MultiScan

mAP@0.25 mAP@0.5

2D Classification on ODinW-13

2D Classification on ODinW-35

2D Classification on OoDIS

2D Classification on PASCAL VOC 2012, 60 proposals per image

2D Classification on Pascal VOC to Clipart1K

2D Classification on REDS

2D Classification on SOD

2D Classification on ScanNet++

mAP@0.25 mAP@0.5

2D Classification on VEDAI

2D Classification on WiderPerson

2D Classification on aiMotive Dataset

BEV AP@0.3 Highway BEV AP@0.3 Night BEV AP@0.3 Rain BEV AP@0.3 Urban

2D Classification on xView

2D Classification on Argoverse-HD (Detection-Only, Val)

2D Classification on Argoverse-HD (Full-Stack, Val)

2D Classification on Argoverse2

2D Classification on COCO 2017 (Electronic, Indoor, Kitchen, Furniture)

2D Classification on COCO 2017 (Outdoor, Accessories, Appliance, Truck)

Unknown Recall MAP WI A-OSE

2D Classification on COCO 2017 (Sports, Food)

Unknown Recall MAP WI A-OSE

2D Classification on COCO VOC to non-VOC

2D Classification on Camouflaged Animal Dataset

S-measure weighted F-measure MAE mDice mIoU

2D Classification on Chameleon

E_{\phi}F_{\beta}MAE S_{\alpha}

2D Classification on Cityscapes test

mPC [AP]rPC [%]

2D Classification on Cityscapes-to-Foggy Cityscapes

2D Classification on DAIR-V2X

2D Classification on DCM

Average Precision

2D Classification on Drone vs Bird

AP50 AP50l AP50m AP50s

2D Classification on Fluo-N2DH-GOWT1

2D Classification on Fluo-N2DL-HeLa

2D Classification on GMVD

2D Classification on INI-30

Euclidean Distance

2D Classification on IconArt

2D Classification on IndustReal

2D Classification on KITTI Cyclist Easy

2D Classification on KITTI Cyclist Hard

2D Classification on KITTI Cyclist Moderate

2D Classification on MVTec-AC

2D Classification on MVTecAD

2D Classification on ODinW Full-shot 35 Tasks

2D Classification on ONCE

2D Classification on Objects365

2D Classification on OpenImages-v4

mask AP50 AP 0.5

2D Classification on OpenImages-v6

2D Classification on PASCAL Part 2010 - Animals

2D Classification on PASCAL VOC 10%

2D Classification on PASCAL VOC to Comic2k

2D Classification on PASCAL VOC to Watercolor2k

2D Classification on PhC-C2DH-U373

2D Classification on RSBlur (trained on synthetic)

2D Classification on SA-Det-100k

AP AP50 AP75 APS APM APL

2D Classification on SIXray

2D Classification on SK-LARGE

2D Classification on SpaceNet 2

F1 Score (Avg. over Cities)

2D Classification on Spiideo SoccerNet SynLoc

mAP-LocSim FrameAccuracy F1

2D Classification on ZeroSpeech 2019 English

Speaker Similarity

2D Classification on iCoSeg

max E-measure S-measure max F-measure MAE

2D Classification on waymo all_ns

2D Classification on .

10 Images, 4*4 Stitching, Exact Accuracy

2D Classification on 300W

2D Classification on A Dataset of Multispectral Potato Plants Images

Average IOU Dice Score

2D Classification on A2D

2D Classification on AODRaw

2D Classification on Animal Kingdom

Mean PCK@0.2 PCK@0.05

2D Classification on AquaTrash

mean average precision

2D Classification on BDD100K

2D Classification on BDD100K val

2D Classification on Bee4Exp Honeybee Detection

2D Classification on C2A: Human Detection in Disaster Scenarios

2D Classification on CASPAPaintings

2D Classification on CISOL - Track A - TD-TSR

mAP@0.5:0.95:0.05

2D Classification on CISOL - Track B - TSR-only

mAP@0.5:0.95:0.05

2D Classification on COCO

boxAP boxAP50 boxAP75 box AP

2D Classification on COCO val2017

Bounding Box AP

2D Classification on COCO+

2D Classification on COCO-Mix

unknown F1 score unknown-AP

2D Classification on COCO-OOD

unknown F1 score unknown-AP

2D Classification on CityPersons

2D Classification on Cityscapes 3D

2D Classification on Cityscapes to Foggy Cityscapes

2D Classification on Clear Weather

mod. Car AP@.7IoU

2D Classification on CoPerception-UAVs

2D Classification on CrowdHuman

2D Classification on DVSMOTION20

2D Classification on DeepTrash

2D Classification on Dense Fog

mod. Car AP@.5IoU mod. Cyclist AP@.25IoU mod. Pedestrian AP@.25IoU mod. mAP

2D Classification on Desert Locust

2D Classification on Drinking Waste Classification

2D Classification on ELEVATER

2D Classification on EPIC KITCHENS-seen splits

2D Classification on EPIC KITCHENS-unseen splits

2D Classification on EPIC-KITCHENS-55

2D Classification on EVD4UAV

Detection: Full (mAP@0.5)

2D Classification on Extended TACO-1

2D Classification on Extended TACO-7

2D Classification on Extragalactic Planetary Nebulae

Number of sources

2D Classification on FLIR

2D Classification on GMOT-40

2D Classification on GQA

2D Classification on GYAFC

Accuracy BLEU-4 Harmonic mean

2D Classification on HARPER

2D Classification on HIDE

2D Classification on Heavy Snowfall

mod. Car AP@.7IoU

2D Classification on HeiChole Benchmark

2D Classification on Human3.6M

2D Classification on IRV2V

2D Classification on ImageNet Detection

2D Classification on KITTI Cyclists Easy

2D Classification on KITTI Cyclists Hard

2D Classification on KITTI Cyclists Moderate val

2D Classification on KITTI Pedestrian

2D Classification on KITTI Pedestrians Easy

2D Classification on KITTI Pedestrians Hard

2D Classification on KITTI Pedestrians Moderate val

2D Classification on LDD

2D Classification on LLVIP

2D Classification on LeukemiaAttri

2D Classification on LibriSpeech test-clean

Character Error Rate (CER)Equal Error Rate Word Error Rate (WER)

2D Classification on Light Snowfall

mod. Car AP@.7IoU

2D Classification on M5-Malaria Dataset

2D Classification on MJU-Waste

2D Classification on MS-COCO (5-shot)

2D Classification on MS-COCO-2017

2D Classification on MUSES: MUlti-SEnsor Semantic perception dataset

2D Classification on MacaquePose

2D Classification on MoNuSeg 2018

2D Classification on Multispectral Dataset

2D Classification on NII-CU MAPD

mAP@0.5:0.95 AP@0.5 AP@0.75

2D Classification on NJUD

2D Classification on NYU Depth v2

2D Classification on PASCAL VOC

2D Classification on PASCAL VOC 2007 (15+5)

2D Classification on PASCAL VOC 2012 val

2D Classification on PKU-DDD17-Car

2D Classification on PanNuke

Average F1 Average Precision Average Recall

2D Classification on Rice Grain Disease Dataset

2D Classification on SHEL5K

2D Classification on SODA-D

2D Classification on STARE

2D Classification on Second dialogue state tracking challenge

2D Classification on Slakh2100

SDR (bass)SDR (drums)SI-SDRi (Bass)Si-SDRi (Drums)Si-SDRi (Guitar)Si-SDRi (Piano)

2D Classification on Songdo Vision

Precision Recall mAP@50 mAP@50-95

2D Classification on SpaceNet 1

2D Classification on TexBiG 2022 test

mAP@0.5:0.95:0.05

2D Classification on TexBiG 2023 test

mAP@0.5:0.95:0.05

2D Classification on UAVVaste

2D Classification on UNBC-McMaster ShoulderPain dataset

MAE Pearson Correlation Coefficient MAE (VAS)

2D Classification on USC-GRAD-STDdb

2D Classification on VCTK

Total Length Error (TLE)Word Length Error (WLE)Phone Length Error (PLE)

2D Classification on VME & CDSI

2D Classification on Vinegar Fly

2D Classification on Virtual KITTI 2

mAP@0.3 mAP@0.5

2D Classification on VisA

Detection AUROC

2D Classification on VisA-AC

2D Classification on VisDrone - 10% labeled data

2D Classification on VisDrone - 5% labeled data

2D Classification on VisDrone- 1% labeled data

2D Classification on Waymo 2D detection all_ns test

2D Classification on WikiArt

2D Classification on YT-BB

2D Classification on ^(#$!@#$)(()))******

2D Classification on nuScenes Cars

AP 2.0m AP 0.5m AP 1.0m AP 4.0m ATE ASE AOE

2D Classification on nuScenes-C

mean Corruption Error (mCE)

2D Classification on nuScenes-F

AP AP50 AP75 AR ARI ARm ARs

2D Classification on nuScenes-FB

AP AP50 AP75 AR ARI ARm ARs

2D Classification on !(()&&!|||

2D Classification on 01/01/1967' AND 238=6*8 AND 'AncJ'='AncJ

2D Classification on 01/01/19679682867

0S 10 Images, 1*1 Stitching, Exact Accuracy

2D Classification on 10,000 People - Human Pose Recognition Data

2D Classification on 100 sleep nights of 8 caregivers

2D Classification on Barrett’s Esophagus

2D Classification on Common Voice Estonian

2D Classification on DOTA 1.0

2D Classification on EGC-FPHFS

-1' OR 3*2<(0+5+964-964) or '37tbCgjV'='

2D Classification on ExDark

2D Classification on KITTI-C

mean Corruption Error (mCE)

2D Classification on Rebar Head

2D Classification on SAR-AIRcraft-1.0

2D Classification on STN PLAD