4 个月前

深度残差学习用于图像识别

深度残差学习用于图像识别

摘要

请提供需要翻译的英文内容。

代码仓库

ljy-hy/mentormix_pytorch
pytorch
GitHub 中提及
Rohed/ml-1
tf
GitHub 中提及
leemathew1998/GradientWeight
pytorch
GitHub 中提及
wasilone11/ICPR-RIP-2024
GitHub 中提及
MarkHershey/arxiv-dl
GitHub 中提及
sammyamajumdar/ResNet50
GitHub 中提及
jiweibo/imagenet
pytorch
GitHub 中提及
yxgeee/MMT
pytorch
GitHub 中提及
xcmyz/Face-Binary-Classification
pytorch
GitHub 中提及
malin9402/2020-0221
tf
GitHub 中提及
FrancescoSaverioZuppichini/ResNet
pytorch
GitHub 中提及
varshaneya/Res-SE-Net
pytorch
GitHub 中提及
Sakib1263/1DResNet-KERAS
tf
GitHub 中提及
alisha17/benchmarks
tf
GitHub 中提及
astoycos/Mini_Project2
tf
GitHub 中提及
rtanno21609/AdaptiveNeuralTrees
pytorch
GitHub 中提及
sangHa0411/ResNetCIFAR100
pytorch
GitHub 中提及
kingcong/gpu_SE-Net
mindspore
GitHub 中提及
facebookresearch/pycls
pytorch
GitHub 中提及
thughost2/Padam
pytorch
GitHub 中提及
sunnysoni97/single_image_fl
pytorch
GitHub 中提及
Glp91/fire-detection
tf
GitHub 中提及
akhadangi/EM-net
GitHub 中提及
2023-MindSpore-1/ms-code-201
mindspore
GitHub 中提及
ycao5602/SAL
pytorch
GitHub 中提及
alalagong/LEDNet
pytorch
GitHub 中提及
serre-lab/gala_tpu
tf
GitHub 中提及
jday96314/Kuzushiji
pytorch
GitHub 中提及
alecwangcq/KFAC-Pytorch
pytorch
GitHub 中提及
swetak20/Deep_into_CNNs
pytorch
GitHub 中提及
HHTseng/video-classification
pytorch
GitHub 中提及
anjandeepsahni/face_classification
pytorch
GitHub 中提及
musifahamran/FYP
pytorch
GitHub 中提及
j3soon/arxiv-utils
GitHub 中提及
mlvccn/bmtc_transferattackvid
pytorch
GitHub 中提及
cameronchoi/r3det-copy
pytorch
GitHub 中提及
abuchin/resnet_sign
tf
GitHub 中提及
barmayo/spatial_attention
pytorch
GitHub 中提及
yahoo/open_nsfw
caffe2
GitHub 中提及
nsom/Basic-Models
pytorch
GitHub 中提及
pikkaay/efficientnet_gpu
tf
GitHub 中提及
maxwelltsai/DeepGalaxy
tf
GitHub 中提及
vietanhdev/open-adas
GitHub 中提及
dnddnjs/pytorch-cifar10
pytorch
GitHub 中提及
dead-mazai/avia-missing-airplanes
pytorch
GitHub 中提及
James-Gilbert-/pneumonia-detection
pytorch
GitHub 中提及
jung-jun-uk/mixface
pytorch
GitHub 中提及
microsoft/fb.resnet.torch
pytorch
GitHub 中提及
kiranu1024/deep-learning
tf
GitHub 中提及
KaimingHe/deep-residual-networks
pytorch
GitHub 中提及
t0930198/backup
tf
GitHub 中提及
facebook/fb.resnet.torch
pytorch
GitHub 中提及
facebookresearch/DomainBed
pytorch
GitHub 中提及
haonanguo/remote-sensing-chatgpt
pytorch
GitHub 中提及
CVxTz/face_age_gender
tf
GitHub 中提及
vineeths96/Gradient-Compression
pytorch
GitHub 中提及
cornell-zhang/allo-pldi24-artifact
pytorch
GitHub 中提及
jtcass01/SIMON
tf
GitHub 中提及
ntrin/CIFAR_10_ML
pytorch
GitHub 中提及
LuigiRussoDev/ResNets
tf
GitHub 中提及
smc-x/ms-resnetv2
mindspore
GitHub 中提及
JONGSKY/paper
tf
GitHub 中提及
km1414/CNN-models
GitHub 中提及
NVIDIA/retinanet-examples
pytorch
GitHub 中提及
ewinata/CIFAR-10
tf
GitHub 中提及
interestingzhuo/foodretreival
pytorch
GitHub 中提及
chrhenning/hypercl
pytorch
GitHub 中提及
paulblum00/ResNet-Recreation
pytorch
GitHub 中提及
godwinrayanc/YOLOv1-Pytorch
pytorch
GitHub 中提及
raghakot/keras-resnet
tf
GitHub 中提及
saikrishnadas/ResNet-Pytorch
pytorch
GitHub 中提及
JContro/pytorch_projects
pytorch
GitHub 中提及
vayuvegula/kerasModels
GitHub 中提及
anoushkrit/Knowledge
pytorch
GitHub 中提及
andreasveit/densenet-pytorch
pytorch
GitHub 中提及
tiagoCuervo/JapaNet
tf
GitHub 中提及
chayanchatterjee/cbc-skynet
tf
GitHub 中提及
winycg/MCL-OKD
pytorch
GitHub 中提及
alililia/ascend_FaceAttribute
mindspore
GitHub 中提及
yakhyo/gaze-estimation
pytorch
GitHub 中提及
lixihan/Resnet
tf
GitHub 中提及
vinod377/STN-OCR-Tensorflow
tf
GitHub 中提及
Mind23-2/MindCode-67
mindspore
GitHub 中提及
OlafenwaMoses/Action-Net
tf
GitHub 中提及
parviagrawal/IdenProf
tf
GitHub 中提及
hongkunsun/paratranscnn
pytorch
GitHub 中提及
hycis/TensorGraph
tf
GitHub 中提及
Masao-Taketani/FOTS_OCR
tf
GitHub 中提及
hsd1503/resnet1d
pytorch
GitHub 中提及
akamaster/pytorch_resnet_cifar10
pytorch
GitHub 中提及
vgangal101/resnet_models
tf
GitHub 中提及
pszemraj/BoulderAreaDetector
pytorch
GitHub 中提及
ThanasisMattas/smartflow
tf
GitHub 中提及
Baichenjia/Resnet
tf
GitHub 中提及
hershd23/ObjectLocalizer
GitHub 中提及
OlafenwaMoses/Traffic-Net
tf
GitHub 中提及
JeyesHan/P2LR
pytorch
GitHub 中提及
nsom/VGG16
pytorch
GitHub 中提及
OlafenwaMoses/IdenProf
tf
GitHub 中提及
leemathew1998/RG
pytorch
GitHub 中提及
D-X-Y/ResNeXt-DenseNet
pytorch
GitHub 中提及
seyrankhademi/ResNet_CIFAR10
pytorch
GitHub 中提及
xcmyz/Face_Binary_Classfication
pytorch
GitHub 中提及
kamanphoebe/motiondetection
pytorch
GitHub 中提及
vlievin/Unet
pytorch
GitHub 中提及
hz2538/iot_JennyGo
pytorch
GitHub 中提及
hustic/TinyImageSet
pytorch
GitHub 中提及
rahul-t-p/ASVspoof-2019
GitHub 中提及
Sangkwun/Resnet
tf
GitHub 中提及
AngusG/bn-advex-zhang-fixup
pytorch
GitHub 中提及
mabhay3420/Deep-Into-CNN
pytorch
GitHub 中提及
nicolalandro/Padam
pytorch
GitHub 中提及
DeepMark/deepmark
pytorch
GitHub 中提及
facebookarchive/fb.resnet.torch
pytorch
GitHub 中提及
alexwdong/IncubatorCVProject
pytorch
GitHub 中提及
fabiofumarola/ultrayolo
tf
GitHub 中提及
vinod377/STN-OCR
tf
GitHub 中提及
qubvel/efficientnet
tf
GitHub 中提及
tensorflow/models
tf
GitHub 中提及
mdda/deep-learning-models
tf
GitHub 中提及
swasun/VQ-VAE-images
pytorch
GitHub 中提及
sanoyo/dl-model
tf
GitHub 中提及
dssbxx/k_labels_resnet50
pytorch
GitHub 中提及
VhalPurohit/290s
pytorch
GitHub 中提及
hsinyilin19/resnetvae
pytorch
GitHub 中提及
dmizr/phuber
pytorch
GitHub 中提及
qubvel/resnet_152
GitHub 中提及
yangyucheng000/resnet_Ascend
mindspore
GitHub 中提及
MiX-S/resnet_cifar10
pytorch
GitHub 中提及
johngear/eecs504
tf
GitHub 中提及
the-super-toys/glimpse-models
pytorch
GitHub 中提及
asprenger/keras_fc_densenet
tf
GitHub 中提及
mr-bulb/DL_basic_github
pytorch
GitHub 中提及
anjandeepsahni/face_recognition
pytorch
GitHub 中提及
iArunava/ResNet
pytorch
GitHub 中提及
kingcong/gpu_FaceAttribute
mindspore
GitHub 中提及
IMvision12/keras-vision-models
pytorch
GitHub 中提及
waterdisappear/nudt4mstar
pytorch
GitHub 中提及
anibali/dsnt-pose2d
pytorch
GitHub 中提及
abaietto/neural_ode_classification
pytorch
GitHub 中提及
lab-midas/med_segmentation
tf
GitHub 中提及
xslidi/EfficientNets_ddl_apex
pytorch
GitHub 中提及
sunlizhuang/YOLOv1-PaddlePaddle
paddle
GitHub 中提及
mingxingtan/efficientnet
tf
GitHub 中提及
peteryuX/arcface-tf2
tf
GitHub 中提及
osmr/imgclsmob
mxnet
GitHub 中提及
alex-f1tor/Image-Caption
pytorch
GitHub 中提及
arahosu/musicslots
pytorch
GitHub 中提及
MishaLaskin/vqvae
pytorch
GitHub 中提及
oskyhn/CNNs-Without-Borders
pytorch
GitHub 中提及
mbsariyildiz/resnet-pytorch
pytorch
GitHub 中提及
CodeChefVIT/VOID
tf
GitHub 中提及
canturan10/satellighte
pytorch
GitHub 中提及
mhagiwara/nanigonet
pytorch
GitHub 中提及
sanghyun-son/clustering-kernels
pytorch
GitHub 中提及
moddy2024/resnet-9
pytorch
GitHub 中提及
JaidedAI/EasyOCR
pytorch
GitHub 中提及
vietdhoang/resnet-18
GitHub 中提及
gundeep15/SCD_AI_Project
GitHub 中提及
seishinkikuchi/test
tf
GitHub 中提及
facebookresearch/hiera
pytorch
GitHub 中提及
brycexu/MR-Residual-Net
pytorch
GitHub 中提及
fastai/fastai
pytorch
GitHub 中提及
yakhyo/retinaface-pytorch
pytorch
GitHub 中提及
CellSMB/EM-net
GitHub 中提及
priyavrat-misra/xrays-and-gradcam
pytorch
GitHub 中提及
k-miran/hear
GitHub 中提及
mahmoodlab/hest
pytorch
GitHub 中提及
3P2S/arcface
tf
GitHub 中提及
Mind23-2/MindCode-70
mindspore
GitHub 中提及
saloni1998/Cifar-10
GitHub 中提及
kishorkuttan/traffic_net
tf
GitHub 中提及
gpleiss/limits_of_large_width
pytorch
GitHub 中提及
DogeZen/resnet2onnx2tensorrt
pytorch
GitHub 中提及
glouppe/info8010-deep-learning
pytorch
GitHub 中提及
bertrandlalo/deep_dog_breeds
pytorch
GitHub 中提及
axmoyal/Steganalysis-with-CNN
pytorch
GitHub 中提及
deepquestai/fire-smoke-dataset
pytorch
GitHub 中提及
yakhyo/head-pose-estimation
pytorch
GitHub 中提及
kwotsin/TensorFlow-ENet
tf
GitHub 中提及
ultralytics/yolov5
pytorch
GitHub 中提及
CorneliusHsiao/FoodMethodGAN
pytorch
GitHub 中提及
cocopambag/ResNet
tf
GitHub 中提及
ariangc/breinchallenge
pytorch
GitHub 中提及
Duplums/bhb10k-dl-benchmark
pytorch
GitHub 中提及
fL0n9/SKFAC-MindSpore
mindspore
GitHub 中提及
hustvl/sparseinst
pytorch
GitHub 中提及
xcmyz/FaceDetection
pytorch
GitHub 中提及
shao-chi/ImageCaption
pytorch
GitHub 中提及
LKLQQ/ssc_resnet50
mindspore
GitHub 中提及
fabxy/accessibilityCV
GitHub 中提及
EricAlcaide/MiniFold
GitHub 中提及
yangorwell/NGPlus
pytorch
GitHub 中提及
phillity/BioCapsule
tf
GitHub 中提及
aby2s/sharpmask
tf
GitHub 中提及
SethEBaldwin/Resnet
tf
GitHub 中提及
seansoleyman/cifar10-resnet
tf
GitHub 中提及
Lornatang/ResNet-PyTorch
pytorch
GitHub 中提及
alvarobartt/serving-pytorch-models
pytorch
GitHub 中提及
JoeTracey/Portfolio
pytorch
GitHub 中提及
zjZSTU/ResNet
pytorch
GitHub 中提及
MishaLaskin/vq-vae
pytorch
GitHub 中提及
ajaystar8/PDRUNet-PyTorch
pytorch
GitHub 中提及
makatx/YOLO_ResNet
tf
GitHub 中提及
suhas1999/Flip-kart-grid-challenge
pytorch
GitHub 中提及
sangHa0411/CIFAR100
pytorch
GitHub 中提及
vineeths96/heterogeneous-systems
pytorch
GitHub 中提及
Deci-AI/super-gradients
pytorch
GitHub 中提及
horse007666/ResNet
tf
GitHub 中提及
itijyou/ademxapp
mxnet
GitHub 中提及
IBM/NeuronAlignment
pytorch
GitHub 中提及
xhlulu/arxiv-assistant
GitHub 中提及
eric-erki/IdenProf
tf
GitHub 中提及
angelvillar96/FaceEmoji
pytorch
GitHub 中提及
maciejdomagala/DLWP_notes
pytorch
GitHub 中提及
pawelbeza/ClothesDetectorModel
pytorch
GitHub 中提及
hysts/pytorch_resnet_preact
pytorch
GitHub 中提及
Zachdr1/CNNs
pytorch
GitHub 中提及
wangyuan249/Mymmt767
pytorch
GitHub 中提及
DaikiTanak/manifold_mixup
pytorch
GitHub 中提及
kmzzhang/nbi
pytorch
GitHub 中提及
SarthakGarg13/OTOMYCOSIS
tf
GitHub 中提及
julik43/IIMAS-USCS
tf
GitHub 中提及
researchmm/SiamDW
pytorch
GitHub 中提及
ry/tensorflow-resnet
tf
GitHub 中提及
ls-da3m0ns/Short-ResNet
tf
GitHub 中提及
Bao-Jiarong/ResNet
tf
GitHub 中提及
sidify/resnet_focal_loss
GitHub 中提及
trachpro/arcface-tf2
tf
GitHub 中提及
liuyao12/ConvNets-PDE-perspective
pytorch
GitHub 中提及
uclaml/Padam
pytorch
GitHub 中提及
yw0nam/DenseNet
tf
GitHub 中提及
NASA-NeMO-Net/NeMO-Net
tf
GitHub 中提及
vita-epfl/rock-pytorch
pytorch
GitHub 中提及
yakhyo/EfficientNet-PyTorch
pytorch
GitHub 中提及
deepmodeling/deepmd-kit
tf
GitHub 中提及
koshian2/ResNet-MultipleFramework
pytorch
GitHub 中提及
mrzzy/np-dl-assign-1
GitHub 中提及
xiaoyufenfei/LEDNet
pytorch
GitHub 中提及
alexsax/midlevel-reps
pytorch
GitHub 中提及
enzomuschik/distilfnd
pytorch
GitHub 中提及
hongyi-zhang/Fixup
pytorch
GitHub 中提及
anguyen8/sam
pytorch
GitHub 中提及
adldotori/ResNet
pytorch
GitHub 中提及
ben-davidson-6/fixup
pytorch
GitHub 中提及
kingcong/resnet
mindspore
GitHub 中提及
jameswang287/Car-Detection
pytorch
GitHub 中提及
PPPrior/i3d-pytorch
pytorch
GitHub 中提及
amogh7joshi/fer
tf
GitHub 中提及
uw-hai/limeade
GitHub 中提及
gatheluck/Stronghold
pytorch
GitHub 中提及
hysts/pytorch_resnet
pytorch
GitHub 中提及
Halesu/4th-ML100Days
tf
GitHub 中提及
JayPatwardhan/ResNet-PyTorch
pytorch
GitHub 中提及
kaseris/ILSVRCPlus
GitHub 中提及
alililia/ascend_SE-Net
mindspore
GitHub 中提及
tanjeffreyz/deep-residual-learning
pytorch
GitHub 中提及
MioChiu/ResNet_TensorFlow
tf
GitHub 中提及
gcr/torch-residual-networks
pytorch
GitHub 中提及

基准测试

基准方法指标
breast-tumour-classification-on-pcamResNet-34 (e)
AUC: 0.942
breast-tumour-classification-on-pcamResNet-50 (e)
AUC: 0.948
classification-on-ximagenet-12ResNet 50
Robustness Score: 0.8985
crowd-counting-on-ucf-qnrfResnet101
MAE: 190
domain-adaptation-on-office-31ResNet-50
Average Accuracy: 76.1
domain-generalization-on-imagenet-aResNet-50 (300 Epochs)
Top-1 accuracy %: 4.2
domain-generalization-on-imagenet-rResNet-50
Top-1 Error Rate: 63.9
domain-generalization-on-vizwizResNet-101
Accuracy - All Images: 46.3
Accuracy - Clean Images: 50.1
Accuracy - Corrupted Images: 40.5
domain-generalization-on-vizwizResNet-50
Accuracy - All Images: 42.9
Accuracy - Clean Images: 47.7
Accuracy - Corrupted Images: 37.1
domain-generalization-on-vizwizResNet-152
Accuracy - All Images: 47.5
Accuracy - Clean Images: 51.3
Accuracy - Corrupted Images: 43.3
image-classification-on-cifar100shreynet
1:1 Accuracy: 45.98
image-classification-on-gashissdbResNet-18
Accuracy: 98.47
F1-Score: 99.19
Precision: 99.94
image-classification-on-gashissdbResNet-50
Accuracy: 98.56
F1-Score: 99.24
Precision: 99.94
image-classification-on-imagenetResNet-101
GFLOPs: 7.6
Number of params: 40M
Top 1 Accuracy: 78.25%
image-classification-on-imagenetResNet-50
GFLOPs: 3.8
Number of params: 25M
Top 1 Accuracy: 75.3%
image-classification-on-imagenetResNet-152
GFLOPs: 11.3
Top 1 Accuracy: 78.57%
image-classification-on-omnibenchmarkResNet-101
Average Top-1 Accuracy: 37.4
image-classification-on-omnibenchmarkResNet-50
Average Top-1 Accuracy: 34.3
image-to-image-translation-on-gtav-toResNet101 65.1
mIoU: 41.7
medical-image-classification-on-nct-crc-heResNet-18
Accuracy (%): 92.66
F1-Score: 95.23
Precision: 99.90
Specificity: 99.08
medical-image-classification-on-nct-crc-heResNet-50
Accuracy (%): 94.72
F1-Score: 97.09
Precision: 100.00
Specificity: 99.34
multi-label-image-classification-on-vizwizResNet151
Accuracy: 47.5
object-detection-on-cocoFaster R-CNN (box refinement, context, multi-scale testing)
box mAP: 34.9
object-detection-on-coco-minivalATSS (ResNet-50)
AP50: 61.9
AP75: 47.0
box AP: 43.5
object-detection-on-coco-minivalGFL (ResNet-50)
AP50: 63.0
AP75: 48.3
box AP: 44.5
object-detection-on-coco-minivalCascade Mask R-CNN (ResNet-50)
AP50: 64.3
AP75: 50.5
box AP: 46.3
pedestrian-attribute-recognition-on-uav-humanResNet
Backpack: 63.5
Gender: 74.7
Hat: 65.2
LCC: 49.7
LCS: 69.3
UCC: 44.4
UCS: 68.9
person-re-identification-on-sysu-30kResNet-50 (generalization)
Rank-1: 20.1
retinal-oct-disease-classification-onResNet50-v1
Acc: 94.92
retinal-oct-disease-classification-on-oct2017ResNet50-v1
Acc: 99.3
Sensitivity: 99.3
semantic-segmentation-on-cityscapes-valDilated-ResNet (Dilated-ResNet-101)
mIoU: 75.7
semantic-segmentation-on-dada-segResNet-50
mIoU: 18.96
semantic-segmentation-on-dada-segResNet-101
mIoU: 23.60
synthetic-to-real-translation-on-syn2real-cNo Adaptation
Accuracy: 52.4
unsupervised-domain-adaptation-on-office-homeResNet-50 [cite:CVPR16DRL]
Accuracy: 59.9

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深度残差学习用于图像识别 | 论文 | HyperAI超神经