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SotA/Audio/10-shot image generation

10-shot image generation

1018 benchmarks29 papers

Generate 10 image of famous arts

Benchmarks

10-shot image generation 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

10-shot image generation on Cityscapes val

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

10-shot image generation on ADE20K val

mIoU PQ AP Pixel Accuracy

10-shot image generation on GoPro

PSNR SSIM Params (M)Average PSNR (dB)FID LPIPS

10-shot image generation on PASCAL VOC 2012 val

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

10-shot image generation on COCO (Common Objects in Context)

FID Inception score mIoU FID-1 FID-2 FID-4 FID-8 SOA-C Zero shot FID Mean IoU (val)

10-shot image generation on PASCAL Context

mIoU Mean Accuracy Pixel Accuracy

10-shot image generation on ShapeNet-Part

Instance Average IoU Class Average IoU

10-shot image generation on PASCAL VOC 2012 test

Mean IoU FLOPS Params

10-shot image generation on S3DIS Area5

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

10-shot image generation on MFN Dataset

mIOU Frame (fps)

10-shot image generation 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

10-shot image generation on PASCAL VOC 2012

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

10-shot image generation on COCO 2014 val

10-shot image generation on COCO test-dev

10-shot image generation on HumanML3D

FID R Precision Top3 Diversity Multimodality

10-shot image generation on ScanNet

test mIoU val mIoU PQ PQ_th PQ_st 3DIoU Average Accuracy

10-shot image generation on KIT Motion-Language

FID R Precision Top3 Diversity Multimodality

10-shot image generation on COCO minival

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

10-shot image generation on DADA-seg

10-shot image generation on DeLiVER

10-shot image generation on HIDE (trained on GOPRO)

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

10-shot image generation on Cityscapes test

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

10-shot image generation on COCO-Stuff-27

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

10-shot image generation on CamVid

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

10-shot image generation on PASCAL VOC 2012 25% labeled

Validation mIoU

10-shot image generation on PST900

10-shot image generation on RGB-T-Glass-Segmentation

10-shot image generation on ImageNet-S

mIoU (val)mIoU (test)

10-shot image generation on GenEval

Overall Single Obj.Two Obj.Color Attri.Colors Counting Position

10-shot image generation on LaRS

Q F1 μ mIoU PQ

10-shot image generation on NYU Depth v2

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

10-shot image generation on LoveDA

10-shot image generation on Pascal VOC 2012 6.25% labeled

Validation mIoU

10-shot image generation on iSAID

10-shot image generation on PIE-Bench

Background PSNR Background LPIPS Structure Distance CLIPSIM

10-shot image generation on RealBlur-R (trained on GoPro)

SSIM (sRGB)PSNR (sRGB)

10-shot image generation on ISPRS Potsdam

Overall Accuracy Mean F1 Mean IoU

10-shot image generation on KITTI-360

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

10-shot image generation on PASCAL VOC 2012 1464 labels

Validation mIoU

10-shot image generation on PASCAL VOC 2012 92 labeled

Validation mIoU

10-shot image generation on RealBlur-J

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

10-shot image generation on COCO-Stuff-171

mIoU Pixel Accuracy

10-shot image generation on PASCAL VOC 2012 183 labeled

Validation mIoU

10-shot image generation on PASCAL VOC 2012 732 labeled

Validation mIoU

10-shot image generation on RealBlur-R

PSNR (sRGB)SSIM (sRGB)Params PSNR SSIM

10-shot image generation on ScanNet200

val mIoU test mIoU

10-shot image generation on CUB

Inception score FID

10-shot image generation on Dark Zurich

10-shot image generation on PASCAL VOC 2012 366 labeled

Validation mIoU

10-shot image generation on Trans10K

10-shot image generation on CDD-11

Average PSNR (dB)SSIM

10-shot image generation on FMB Dataset

10-shot image generation on Nighttime Driving

10-shot image generation on RealBlur-J (trained on GoPro)

PSNR (sRGB)SSIM (sRGB)

10-shot image generation on Live1 (Quality 10 Grayscale)

PSNR SSIM PSNR-B

10-shot image generation on MIMIC-CXR

10-shot image generation on Mapillary val

mIoU PQ PQst PQth

10-shot image generation on SUN-RGBD

Mean IoU Mean IoU (test)PQ

10-shot image generation on Stanford2D3D Panoramic

10-shot image generation on UrbanLF

mIoU (Syn)mIoU (Real)

10-shot image generation on Vaihingen

10-shot image generation on ZJU-RGB-P

mIoU Frame (fps)

10-shot image generation on AIST++

Beat alignment score FID

10-shot image generation on BDD100K val

mIoU AP APC APQ

10-shot image generation on COCO-Object

10-shot image generation on EventScape

10-shot image generation on GTAV-to-Cityscapes Labels

10-shot image generation on LIVE1 (Quality 20 Grayscale)

PSNR SSIM PSNR-B

10-shot image generation on PASCAL Context-59

10-shot image generation on RSBlur

Average PSNR SSIM

10-shot image generation on VIPSeg

10-shot image generation on Potsdam

10-shot image generation on US3D

10-shot image generation on ARAD-1K

10-shot image generation on BJRoad

10-shot image generation on COCO 2017 val

10-shot image generation on FaceForensics++

pose ID retrieval FID SSIM landmarks perceptual loss verification exp embedding L2 expression

10-shot image generation on MSU BASED

Subjective SSIM VMAF LPIPS PSNR ERQAv2.0

10-shot image generation on PASCAL VOC

10-shot image generation 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

10-shot image generation on CAVE

10-shot image generation on Cityscapes 6.25% labeled

Validation mIoU

10-shot image generation on Fine-Grained Grass Segmentation Dataset

10-shot image generation on Flare7K

PSNR SSIM LPIPS

10-shot image generation on ISPRS Vaihingen

Overall Accuracy Average F1 Category mIoU

10-shot image generation on InterHuman

FID R-Precision Top3 MMDist MModality

10-shot image generation on KAIST

10-shot image generation on MCubeS

10-shot image generation on Multi-Modal-CelebA-HQ

FID LPIPS Acc Real

10-shot image generation on PascalVOC-20

10-shot image generation on SYN-UDTIRI

10-shot image generation on SpaceNet 1

10-shot image generation on UAVid

Mean IoU Category mIoU

10-shot image generation 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

10-shot image generation on 3-Degradations

Average PSNR SSIM

10-shot image generation on 5-Degradations

Average PSNR SSIM LPIPS

10-shot image generation on COCO 1/128 labeled

Validation mIoU

10-shot image generation on COCO 1/256 labeled

Validation mIoU

10-shot image generation on COCO 1/64 labeled

Validation mIoU

10-shot image generation on DALES

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

10-shot image generation on DDD17

10-shot image generation on DELIVER

10-shot image generation on DSEC

10-shot image generation on LIVE1 (Quality 10 Color)

PSNR SSIM PSNR-B

10-shot image generation on LIVE1 (Quality 20 Color)

PSNR SSIM PSNR-B

10-shot image generation on RELLIS-3D Dataset

Mean IoU (class)

10-shot image generation on Real HSI

User Study Score

10-shot image generation on ScribbleKITTI

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

10-shot image generation on COCO 1/512 labeled

Validation mIoU

10-shot image generation on Cityscapes-VPS

VPQ VPQ (thing)VPQ (stuff)

10-shot image generation on DrawBench

Aesthetics (Laion Aesthtetics Predictor)Human Preference Alignement (HPSv2)Text Alignement (SentenceBERT)

10-shot image generation on FineDance

10-shot image generation on Hypersim

mIoU mIoU (test)PQ PQ (test)

10-shot image generation on LLRGBD-synthetic

10-shot image generation on MCubeS (P)

10-shot image generation on ScanNet++

Top-1 IoU Top-3 IoU

10-shot image generation on SensatUrban

10-shot image generation on SpectralWaste

10-shot image generation on UPLight

10-shot image generation on 5-Degradation Blind All-in-One Image Restoration

Average PSNR LPIPS

10-shot image generation on Babies

10-shot image generation on COCO 1/32 labeled

Validation mIoU

10-shot image generation on Classic5 (Quality 10 Grayscale)

PSNR SSIM PSNR-B

10-shot image generation on DVD

10-shot image generation on FoodSeg103

10-shot image generation on INRIA Aerial Image Labeling

10-shot image generation on IntrA

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

10-shot image generation on KITTI Semantic Segmentation

Mean IoU (class)Category IoU Category iIoU class iIoU

10-shot image generation on Kvasir-SEG

10-shot image generation on LIVE1 (Quality 30 Grayscale)

PSNR SSIM PSNR-B

10-shot image generation on Lyft Level 5

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

10-shot image generation on Oxford 102 Flowers

FID Inception score

10-shot image generation on Potsdam-3

Accuracy mIoU Pixel Accuracy

10-shot image generation on SELMA

10-shot image generation on SYNTHIA-to-Cityscapes

10-shot image generation on SkyScapes-Dense

10-shot image generation on Toronto-3D

10-shot image generation on VCTK Multi-Speaker

Log-Spectral Distance

10-shot image generation on VDD

10-shot image generation on khanhha's dataset - 4x upscaling (blind)

IoU_max Average IOU AHD95 HD95_min

10-shot image generation on COCO-Stuff-3

10-shot image generation on CSD

Average PSNR (dB)

10-shot image generation on Cityscapes

mIoU Pixel Accuracy

10-shot image generation on Classic5 (Quality 20 Grayscale)

PSNR SSIM PSNR-B

10-shot image generation on Classic5 (Quality 30 Grayscale)

PSNR SSIM PSNR-B

10-shot image generation on DIV2KRK - 4x upscaling

10-shot image generation on Event-based Segmentation Dataset

10-shot image generation on GAMUS

10-shot image generation on ICB (Quality 10 Color)

PSNR PSNR-B SSIM

10-shot image generation on ICB (Quality 20 Color)

PSNR PSNR-B SSIM

10-shot image generation on Inter-X

FID R-Precision Top3 MMDist MModality

10-shot image generation on KITTI-STEP

AQ SQ STQ mIoU pixel accuracy

10-shot image generation on LSUI

10-shot image generation on Noisy RS RGB-T Dataset

10-shot image generation on PartNet

10-shot image generation on Porto

10-shot image generation on STPLS3D

10-shot image generation on Stanford2D3D - RGBD

mIoU Pixel Accuracy mAcc

10-shot image generation on TLCGIS

10-shot image generation on Synthetic Bathing Perception

10-shot image generation on ADE20K 1/16 labeled

Validation mIoU

10-shot image generation on ADE20K 1/32 labeled

Validation mIoU

10-shot image generation on Beam-Splitter Deblurring (BSD)

10-shot image generation on COCO-MIG

instance success rate mIoU

10-shot image generation on Classic5 (Quality 40 Grayscale)

10-shot image generation on Conceptual Captions

10-shot image generation on DIV2KRK - 2x upscaling

10-shot image generation on FLAIR (French Land cover from Aerospace ImageRy)

10-shot image generation on Global Flood forecasting

10-shot image generation on HIDE

10-shot image generation on ICB (Quality 10 Grayscale)

PSNR PSNR-B SSIM

10-shot image generation on ICB (Quality 20 Grayscale)

PSNR PSNR-B SSIM

10-shot image generation on ImageNet-S-50

mIoU (test)mIoU (val)

10-shot image generation on KP day-night

10-shot image generation on LIVE1 (Quality 40 Grayscale)

10-shot image generation on Munich Sentinel2 Crop Segmentation

Overall Accuracy

10-shot image generation on Pascal VOC 2012 12.5% labeled

Validation mIoU

10-shot image generation on Replica

10-shot image generation on ScanNetV2

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

10-shot image generation on SimBEV

mIoU road car truck bus motorcycle bicycle rider pedestrian

10-shot image generation on Toronto-3D L002

10-shot image generation on AFLW2000-3D

ID retrieval exp embedding L2 pose

10-shot image generation on AIOZ-GDANCE

FID MMC GenDiv PFC GMR GMC TIF

10-shot image generation on BASED

PSNR VMAF ERQAv2.0 LPIPS SSIM

10-shot image generation on BIG

10-shot image generation on CC3M-TagMask

10-shot image generation on COCO-Stuff-81

mIoU Pixel Accuracy

10-shot image generation on ChesapeakeRSC

10-shot image generation on Cityscapes 100 samples labeled

Validation mIoU

10-shot image generation on CrackVision12K

10-shot image generation on Fine-Grained Cloud Segmentation Dataset

10-shot image generation on ICB (Quality 30 Color)

PSNR PSNR-B SSIM

10-shot image generation on Indian Driving Dataset

10-shot image generation on KITTI Panoptic Segmentation

10-shot image generation on LaFAN1

L2Q@5 L2Q@15 L2Q@30 L2P@5 L2P@15 L2P@30 NPSS@5 NPSS@15 NPSS@30

10-shot image generation on Lombardia Sentinel-2 Image Time Series for Crop Mapping

Overall Accuracy

10-shot image generation on Matterport3D

Test mIoU Validation mIoU

10-shot image generation on Motion-X

FID TMR-R-Precision Top3 TMR-Matching Score MModality Diversity

10-shot image generation on Okutama Drone and Swiss Drone Dataset

10-shot image generation on PASCAL Context-60

10-shot image generation on PASCAL VOC 2012 train

10-shot image generation on PETRAW

Mean IoU (class)

10-shot image generation on PanNuke

10-shot image generation on SUIM

Pixel Accuracy mIoU Mean IoU (class)

10-shot image generation on Structured3D

Test mIoU Validation mIoU

10-shot image generation on THUD Robotic Dataset

10-shot image generation on WildScenes

mIoU mIoU (Temporal DA)mIoU (Env DA)

10-shot image generation on ACDC

10-shot image generation on BRACE

Frechet Inception Distance Beat alignment score Beat DTW cost Footwork average Powermove average Toprock average

10-shot image generation on BSD100 - 2x upscaling

10-shot image generation on BSD100 - 4x upscaling

10-shot image generation on CEMS-W

10-shot image generation on COCO

10-shot image generation on COCO-Stuff

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

10-shot image generation on COCO-Stuff test

10-shot image generation on COCO-Stuff-15

10-shot image generation on CelebA

10-shot image generation on Cityscapes 93 labeled

Validation mIoU

10-shot image generation on DIVA-HisDB

Mean IoU (class)Line IoU Pixel IoU

10-shot image generation on DVD

10-shot image generation on HSI-Drive v2.0

Accuracy Average Accuracy Avg. F1 Jaccard (Mean)

10-shot image generation on HyKo2-VIS

Accuracy Average Accuracy Average Jaccard Avg. F1

10-shot image generation on Hyperspectral City

Jaccard (Mean)Accuracy Average Accuracy Avg. F1

10-shot image generation on ImageNet

10-shot image generation on LHQC

10-shot image generation on LIVE1 (Quality 30 Color)

PSNR SSIM PSNR-B

10-shot image generation on LOL-Blur

Average PSNR SSIM LPIPS

10-shot image generation on LRS2

FID LSE-D LSE-C

10-shot image generation on Manga109 - 2x upscaling

10-shot image generation on Manga109 - 4x upscaling

10-shot image generation on Montgomery County X-ray Set

10-shot image generation on OpenTrench3D

mIoU mAcc Model Size

10-shot image generation on PASCAL VOC 2011 test

10-shot image generation on PASTIS

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

10-shot image generation on Pascal VOC 2012 50% labeled

Validation mIoU

10-shot image generation on Piano

Log-Spectral Distance

10-shot image generation on Potsdam

10-shot image generation on REDS

10-shot image generation on SIFT-flow

Mean Accuracy Pixel Accuracy

10-shot image generation on SLIVER07

10-shot image generation on SYNTHIA

10-shot image generation on Set14 - 2x upscaling

10-shot image generation on Set14 - 4x upscaling

10-shot image generation on Set5 - 2x upscaling

10-shot image generation on Set5 - 4x upscaling

10-shot image generation on Stanford2D3D Panoramic - RGBD

10-shot image generation on StreetHazards

10-shot image generation on US3D

10-shot image generation on Urban100 - 2x upscaling

10-shot image generation on Urban100 - 4x upscaling

10-shot image generation on Voice Bank corpus (VCTK)

Log-Spectral Distance

10-shot image generation on VoxCeleb2 - 1-shot learning

CSIM LPIPS Normalized Pose Error SSIM inference time (ms)FID

10-shot image generation on dacl10k v1 testdev

10-shot image generation on 38-Cloud

10-shot image generation on 4D-OR

10-shot image generation on AI-TOD

10-shot image generation on ApolloScape

10-shot image generation on BSD100 - 3x upscaling

10-shot image generation on BSDS500 (Quality 10 Color)

PSNR PSNR-B SSIM

10-shot image generation on BSDS500 (Quality 10 Grayscale)

PSNR PSNR-B SSIM

10-shot image generation on BSDS500 (Quality 20 Color)

PSNR PSNR-B SSIM

10-shot image generation on BSDS500 (Quality 20 Grayscale)

PSNR PSNR-B SSIM

10-shot image generation on BSDS500 (Quality 30 Color)

PSNR PSNR-B SSIM

10-shot image generation on BSDS500 (Quality 30 Grayscale)

PSNR PSNR-B SSIM

10-shot image generation on COCO panoptic

10-shot image generation on ChestXray14 1024x1024

10-shot image generation on Cityscapes 12.5% labeled

Validation mIoU

10-shot image generation on Cityscapes 25% labeled

Validation mIoU

10-shot image generation on Cityscapes 50% labeled

Validation mIoU

10-shot image generation on Cityscapes with extra (no coarse labels)

Validation mIoU

10-shot image generation on Cleargrasp (Novel)

Mean IoU Accuracy

10-shot image generation on Cluttered Omniglot

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

10-shot image generation on DPG

10-shot image generation on DeepGlobe

10-shot image generation on Endoscapes

10-shot image generation on Freiburg Forest

10-shot image generation on Graz-02

10-shot image generation on HERA RFI Detection

10-shot image generation on HePIC 🏛️

10-shot image generation on HumanAct12

Accuracy FID Multimodality

10-shot image generation on Kvasir-Instrument

mIoU DSC Dice (Average)

10-shot image generation on LAION COCO

10-shot image generation on LOFAR RFI Detection

10-shot image generation on LRS3

FID LSE-C LSE-D

10-shot image generation on LRW

FID LSE-C LSE-D LMD SSIM

10-shot image generation on MM-OR

10-shot image generation on MS-COCO

FID Inception score SOA-C

10-shot image generation on MUSES: MUlti-SEnsor Semantic perception dataset

10-shot image generation on Manga109 - 3x upscaling

10-shot image generation on Massachusetts Roads Dataset

10-shot image generation on MovieNet

10-shot image generation on PASCAL VOC 2007

Mean IoU Mean IoU (val)

10-shot image generation on PH2

Average Dice Average IOU

10-shot image generation on PolypGen

Dice Precision Recall mIoU

10-shot image generation on RSBlur (trained on synthetic)

10-shot image generation on SYNTHIA-CVPR’16

10-shot image generation on Semantic3D

10-shot image generation on Set14 - 3x upscaling

10-shot image generation on Set5 - 3x upscaling

10-shot image generation on SkyScapes-Lane

10-shot image generation on Stanford 2D-3D

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

10-shot image generation on T2I-CompBench

Color Shape Texture Complex Non-Spatial Spatial

10-shot image generation on The ULS23 Challenge Test Set

ChallengeScore Long-Axis SMAPE Short-Axis SMAPE Average Dice

10-shot image generation on UHDM

10-shot image generation on Urban100 - 3x upscaling

10-shot image generation on VoxCeleb1 - 1-shot learning

10-shot image generation on VoxCeleb1 - 32-shot learning

10-shot image generation on VoxCeleb1 - 8-shot learning

10-shot image generation on VoxCeleb2 - 8-shot learning

10-shot image generation on Waymo Open Dataset

10-shot image generation on WoodScape

10-shot image generation on khanhha's dataset - 4x upscaling

Average IOU IoU_max

10-shot image generation on .

10 Images, 4*4 Stitching, Exact Accuracy 10-20% Mask PSNR 0-shot MRR

10-shot image generation on 100 sleep nights of 8 caregivers

10-shot image generation on 2017 Robotic Instrument Segmentation Challenge

10-shot image generation on 2D-3D-S

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

10-shot image generation on 3D Platelet EM

Mean IoU (test)

10-shot image generation on ACDC (Adverse Conditions Dataset with Correspondences)

10-shot image generation on AIRS

10-shot image generation on ARCH2S

10-shot image generation on ATLANTIS

A-acc A-mIoU Accuracy mIoU

10-shot image generation on ActivityNet Captions

10-shot image generation on BDD

10-shot image generation on BSD500 (Quality 10 Color)

10-shot image generation on BSD500 (Quality 20 Color)

10-shot image generation on BSD500 (Quality 30 Color)

10-shot image generation on BSD500 (Quality 40 Color)

10-shot image generation on BSD68 sigma25

Average PSNR (dB)

10-shot image generation on BUS 2017 Dataset B

10-shot image generation on COCO-All

10-shot image generation on COCO-Persons

10-shot image generation on COCO-Stuff full

Mean IoU (class)

10-shot image generation on COCO-Stuff val

10-shot image generation on CREMA-D

EmoAcc FID LSE-C

10-shot image generation on Cam2BEV

10-shot image generation on Charades-STA

10-shot image generation on Chest X-Ray Images (Pneumonia)

Frechet Inception Distance

10-shot image generation on ChestX-ray14

10-shot image generation on Cityscapes 10% labeled

Mean IoU (class)

10-shot image generation on Cityscapes 3D

10-shot image generation on Cityscapes VIPriors subset

10-shot image generation on Colors

Validation Accuracy

10-shot image generation on CrowdSource QA

10-shot image generation on DRealSR

clipiqa maniqa musiq

10-shot image generation on DSD100

10-shot image generation on DeLiVER test

10-shot image generation on DigestPath

10-shot image generation on DroneDeploy

Mean IoU (test)Mean IoU (val)

10-shot image generation on ECLAIR

10-shot image generation on FLAME

FPS Mean Intersection over Union Mean Pixel Accuracy

10-shot image generation on FP4S

10-shot image generation on FQL-Driving

10-shot image generation on Flickr-8k

10-shot image generation on FlyingThings3D

10-shot image generation on Forward-Looking Sonar Marine Debris Datasets

10-shot image generation on GeNeVA (CoDraw)

10-shot image generation on GeNeVA (i-CLEVR)

10-shot image generation on HAM10000

Average Dice Average IOU

10-shot image generation on HelixNet

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

10-shot image generation on ICB (Quality 30 Grayscale)

10-shot image generation on ISIC 2017

10-shot image generation on ImageNet-S-300

mIoU (test)mIoU (val)

10-shot image generation on KiTS19

10-shot image generation on Kinetics-GEB+

mAP text-to-video R@1 text-to-video R@10 text-to-video R@5 text-to-video R@50

10-shot image generation on LIVE1 (Quality 40 Color)

10-shot image generation on LOL

Average PSNR (dB)

10-shot image generation on LandCover.ai

10-shot image generation on LiTS17

10-shot image generation on Live1 (Quality 50 Grayscale)

10-shot image generation on Live1 (Quality 70 Grayscale)

10-shot image generation on Live1 (Quality 80 Grayscale)

10-shot image generation on MEAD

10-shot image generation on MSR-VTT

text-to-video R@1

10-shot image generation on MSVD-Indonesian

R@1 R@5 R@10 Median Rank Mean Rank

10-shot image generation on ManipalUAVid

10-shot image generation on Mila Simulated Floods

10-shot image generation on MixedWM38

10-shot image generation on Music21

10-shot image generation on OpenEDS

10-shot image generation on PASCAL Context 12.5% labeled

Validation mIoU

10-shot image generation on PASCAL Context 25% labeled

Validation mIoU

10-shot image generation on PASCAL Context val

10-shot image generation on PASCAL VOC 2010 test

10-shot image generation on PASCAL VOC 2011

10-shot image generation on PASCAL VOC 2012 331 labeled

Validation mIoU

10-shot image generation on PASCAL VOC 2012 50%

Validation mIoU

10-shot image generation on PASTIS-R

10-shot image generation on Panoptic nuScenes test

10-shot image generation on Panoptic nuScenes val

10-shot image generation on Quora Question Pairs

10-shot image generation on RESIDE

Average PSNR (dB)

10-shot image generation on RUGD

10-shot image generation on Rain100L

Average PSNR (dB)

10-shot image generation on Real-world Dataset

10-shot image generation on RealBlur-R(trained on GoPro)

10-shot image generation on SBCoseg

10-shot image generation on SCUT-Seg Dataset

10-shot image generation on SODA Dataset

10-shot image generation on STARE

10-shot image generation on SWIMSEG

Average Precision Average Recall F1-Score MCC Mean IoU

10-shot image generation on SWINSEG

Average Precision Average Recall F1-Score MCC Mean IoU

10-shot image generation on SWINySEG

Average Precision Average Recall F1-Score MCC Mean IoU

10-shot image generation on Second dialogue state tracking challenge

10-shot image generation on SemanticPOSS

10-shot image generation on ShapeNet

10-shot image generation on TMD

FID BAS MModality MMDist

10-shot image generation on TVR

10-shot image generation on Trinity Speech-Gesture Dataset

Mean Opinion Score

10-shot image generation on UTFPR-SBD3

1:1 Accuracy IoU

10-shot image generation on Urban100 (Quality 10 Color)

10-shot image generation on Urban100 (Quality 10 Grayscale)

10-shot image generation on Urban100 (Quality 20 Color)

10-shot image generation on Urban100 (Quality 20 Grayscale)

10-shot image generation on Urban100 (Quality 30 Color)

10-shot image generation on Urban100 (Quality 30 Grayscale)

10-shot image generation on Urban100 (Quality 40 Color)

10-shot image generation on Urban100 (Quality 40 Grayscale)

10-shot image generation on VoxCeleb2 - 32-shot learning

10-shot image generation on WildDash

10-shot image generation on ^(#$!@#$)(()))******

0-shot MRR 0L 10%0..5sec

10-shot image generation on dacl10k v1 testfinal

10-shot image generation on ACDC Scribbles

10-shot image generation on Cityscapes 2% labeled

Validation mIoU

10-shot image generation on Cityscapes 5% labeled

Validation mIoU

10-shot image generation on DensePASS

10-shot image generation on HOD

10-shot image generation on LIP val

10-shot image generation on PASCAL VOC 2012 1000 labels

Validation mIoU

10-shot image generation on PASCAL VOC 2012 500 labels

Validation mIoU

10-shot image generation on Pascal VOC 2012 1% labeled

Validation mIoU

10-shot image generation on Pascal VOC 2012 2% labeled

Validation mIoU

10-shot image generation on Pascal VOC 2012 5% labeled

Validation mIoU

10-shot image generation on Pothole Mix

Test Dice Multiclass Test mIoU Validation Dice Multiclass Validation mIoU

10-shot image generation on SemanticKITTI-C

mean Corruption Error (mCE)

10-shot image generation on SynPASS

10-shot image generation on WOD-C

mean Corruption Error (mCE)

10-shot image generation on nuScenes-C

mean Corruption Error (mCE)

10-shot image generation on uyfds