A PaddlePaddle version image model zoo.

Related tags

Deep Learningimagemodel-zootntpitpvtpaddlepaddlerednetdlahardnetrexnetdeitrepvggswin-transformercondensenet-v2cait
Overview

Paddle-Image-Models

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A PaddlePaddle version image model zoo.

Install Package

Usage

  • Quick Start

    import paddle
from ppim import rednet_26

# Load the model
model, val_transforms = rednet_26(pretrained=True)

# Model summary 
paddle.summary(model, input_size=(1, 3, 224, 224))

# Random a input
x = paddle.randn(shape=(1, 3, 224, 224))

# Model forword
out = model(x)

  • Finetune

    import paddle
import paddle.nn as nn
import paddle.vision.transforms as T
from paddle.vision import Cifar100

from ppim import rexnet_1_0

# Load the model
model, val_transforms = rexnet_1_0(pretrained=True, class_dim=100)

# Use the PaddleHapi Model
model = paddle.Model(model)

# Set the optimizer
opt = paddle.optimizer.Adam(learning_rate=0.001, parameters=model.parameters())

# Set the loss function
loss = nn.CrossEntropyLoss()

# Set the evaluate metric
metric = paddle.metric.Accuracy(topk=(1, 5))

# Prepare the model 
model.prepare(optimizer=opt, loss=loss, metrics=metric)

# Set the data preprocess
train_transforms = T.Compose([
    T.Resize(256, interpolation='bicubic'),
    T.RandomCrop(224),
    T.ToTensor(),
    T.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
])

# Load the Cifar100 dataset
train_dataset = Cifar100(mode='train', transform=train_transforms, backend='pil')
val_dataset = Cifar100(mode='test',  transform=val_transforms, backend='pil')

# Finetune the model 
model.fit(
    train_data=train_dataset, 
    eval_data=val_dataset, 
    batch_size=256, 
    epochs=2, 
    eval_freq=1, 
    log_freq=1, 
    save_dir='save_models', 
    save_freq=1, 
    verbose=1, 
    drop_last=False, 
    shuffle=True,
    num_workers=0
)

Model Zoo

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Comments
  • 无法引入ppim

    无法引入ppim

    AttributeError Traceback (most recent call last) in 1 import paddle ----> 2 from ppim import rednet_26 3 4 # 使用 PPIM whl 包加载模型 5 model, val_transforms = rednet_26(pretrained=True, return_transforms=True)

    ~.conda\envs\paddle\lib\site-packages\ppim_init_.py in ----> 1 import ppim.models as models 2 3 from ppim.models import * 4 from inspect import isfunction, isclass 5

    ~.conda\envs\paddle\lib\site-packages\ppim\models_init_.py in 3 from ppim.models.tnt import tnt_s, TNT 4 from ppim.models.t2t import t2t_vit_7, t2t_vit_10, t2t_vit_12, t2t_vit_14, t2t_vit_19, t2t_vit_24, t2t_vit_t_14, t2t_vit_t_19, t2t_vit_t_24, t2t_vit_14_384, t2t_vit_24_token_labeling ----> 5 from ppim.models.pvt import pvt_ti, pvt_s, pvt_m, pvt_l, PyramidVisionTransformer 6 from ppim.models.pit import pit_ti, pit_s, pit_xs, pit_b, pit_ti_distilled, pit_s_distilled, pit_xs_distilled, pit_b_distilled, PoolingTransformer, DistilledPoolingTransformer 7 from ppim.models.coat import coat_ti, coat_m, coat_lite_ti, coat_lite_m, CoaT

    ~.conda\envs\paddle\lib\site-packages\ppim\models\pvt.py in 5 import paddle.vision.transforms as T 6 ----> 7 import ppim.models.vit as vit 8 9 from ppim.models.common import add_parameter, load_model

    AttributeError: module 'ppim' has no attribute 'models'

    opened by hanknewbird 0
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