yuanxunlu/livespeechportraits ❓🖼️ → 🖼️
About
Live Speech Portraits: Real-Time Photorealistic Talking-Head Animation
Example Output
Output
[object Object]
Performance Metrics
79.92s
Total Time
All Input Parameters
{
"talking_head": "May",
"driving_audio": "https://replicate.delivery/mgxm/0ce8702e-8f9b-4db9-bdaf-9be0526b54c1/00083.wav"
}
Input Parameters
- talking_head
- choose a talking head
- driving_audio (required)
- driving audio, if the file is more than 20 seconds, only the first 20 seconds will be processed for video generation
Output Schema
Output
Example Execution Logs
opt:
Namespace(A2L_GMM_ndim=75, APC_frame_history=0, APC_hidden_size=512, APC_residual=False, APC_rnn_layers=3, FPS=60, LSTM_dropout=0, LSTM_hidden_size=256, LSTM_layers=3, LSTM_output_size=80, LSTM_residual=False, LSTM_sequence_length=60, audioRF_future=0, audioRF_history=60, audio_encoder='APC', batch_size=32, checkpoints_dir='./checkpoints/', dataroot='default_path', dataset_mode='audiovisual', dataset_names='default_name', eval=False, feature_decoder='LSTM', feature_dtype='pts3d', frame_future=18, frame_jump_stride=4, gpu_ids='0', ispts_norm=1, load_epoch='500', loss='L2', max_dataset_size=inf, model='audio2feature', name='Audio2Feature', num_threads=0, only_mouth=1, phase='test', predict_length=1, sample_rate=16000, sequence_length=240, serial_batches=False, suffix='', task='Audio2Feature', time_frame_length=1, use_delta_pts=1, verbose=False)
----------------- Options ---------------
A2L_GMM_ndim: 75
APC_frame_history: 0
APC_hidden_size: 512
APC_residual: False
APC_rnn_layers: 3
FPS: 60
LSTM_dropout: 0
LSTM_hidden_size: 256
LSTM_layers: 3
LSTM_output_size: 80
LSTM_residual: False
LSTM_sequence_length: 60
audioRF_future: 0
audioRF_history: 60
audio_encoder: APC
batch_size: 32
checkpoints_dir: ./checkpoints/
dataroot: default_path
dataset_mode: audiovisual
dataset_names: default_name
eval: False
feature_decoder: LSTM
feature_dtype: pts3d
frame_future: 18
frame_jump_stride: 4
gpu_ids: 0
isTrain: False [default: None]
ispts_norm: 1
load_epoch: 500
loss: L2
max_dataset_size: inf
model: audio2feature
name: Audio2Feature
num_threads: 0
only_mouth: 1
phase: test
predict_length: 1
sample_rate: 16000
sequence_length: 240
serial_batches: False
suffix:
task: Audio2Feature
time_frame_length: 1
use_delta_pts: 1
verbose: False
----------------- End -------------------
----------------- Options ---------------
A2H_GMM_ncenter: 1
A2H_GMM_ndim: 12
A2H_GMM_sigma_min: 0.03
A2H_wavenet_cond: True
A2H_wavenet_cond_channels: 512
A2H_wavenet_dilation_channels: 128
A2H_wavenet_input_channels: 12
A2H_wavenet_kernel_size: 2
A2H_wavenet_residual_blocks: 2
A2H_wavenet_residual_channels: 128
A2H_wavenet_residual_layers: 7
A2H_wavenet_skip_channels: 256
A2H_wavenet_use_bias: True
APC_frame_history: 60
APC_hidden_size: 512
APC_residual: False
APC_rnn_layers: 3
FPS: 60
audioRF_future: 0
audioRF_history: 60
audio_encoder: APC
audio_windows: 2
audiofeature_input_channels: 80
batch_size: 32
checkpoints_dir: ./checkpoints/
dataroot: path
dataset_mode: audiovisual
dataset_names: name
eval: False
feature_decoder: WaveNet
frame_future: 15
frame_jump_stride: 1
gpu_ids: 0
isTrain: False [default: None]
load_epoch: 500
loss: GMM
max_dataset_size: inf
model: audio2headpose
name: Audio2Headpose
num_threads: 0
phase: test
predict_length: 5
sample_rate: 16000
sequence_length: 240
serial_batches: False
suffix:
task: Audio2Headpose
time_frame_length: 1
verbose: False
----------------- End -------------------
------------ Options -------------
batch_size: 1
checkpoints_dir: ./checkpoints/
dataroot: ./data/
dataset_mode: face
dataset_names: ['name']
debug: False
display_id: 0
display_winsize: 512
fineSize: 512
fp16: 0
gpu_ids: [0]
input_nc: 1
isH5: 1
isMask: 0
isTrain: False
loadSize: 512
load_pretrain:
local_rank: 0
max_dataset_size: inf
model: feature2face
n_blocks_E: 3
n_downsample_E: 3
n_downsample_G: 8
name: TestRender
ngf: 64
ngf_E: 16
no_flip: 1
num_threads: 0
output_nc: 3
phase: test
resize_or_crop: scaleWidth
serial_batches: False
suffix: .jpg
task: Feature2Face
test_dataset_names: ['name']
tf_log: True
verbose: False
-------------- End ----------------
---------- Loading Model: APC-------------
---------- Loading Model: Audio2Feature -------------
initialize network with normal
model [Audio2FeatureModel] was created
loading the model from ./data/May/checkpoints/Audio2Feature.pkl
---------- Networks initialized -------------
[Network Audio2Feature] Total number of parameters : 3.064 M
-----------------------------------------------
---------- Loading Model: Audio2Headpose -------------
initialize network with normal
model [Audio2HeadposeModel] was created
loading the model from ./data/May/checkpoints/Audio2Headpose.pkl
---------- Networks initialized -------------
[Network Audio2Headpose] Total number of parameters : 4.267 M
-----------------------------------------------
---------- Loading Model: Feature2Face -------------
dataset [FaceDataset] was created
---------- Generator networks initialized -------------
-------------------------------------------------------
initialize network with normal
model [Feature2FaceModel] was created
loading the model from ./data/May/checkpoints/Feature2Face.pkl
---------- Networks initialized -------------
[Network Feature2Face_G] Total number of parameters : 121.790 M
-----------------------------------------------
Processing audio: 00083 ...
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writing video: 25%|##4 | 167/672 [00:00<00:02, 235.72it/s]
writing video: 28%|##8 | 191/672 [00:00<00:02, 235.96it/s]
writing video: 32%|###2 | 216/672 [00:00<00:01, 237.31it/s]
writing video: 36%|###5 | 240/672 [00:01<00:01, 236.43it/s]
writing video: 39%|###9 | 264/672 [00:01<00:01, 236.42it/s]
writing video: 43%|####2 | 288/672 [00:01<00:01, 236.57it/s]
writing video: 46%|####6 | 312/672 [00:01<00:01, 234.63it/s]
writing video: 50%|##### | 336/672 [00:01<00:01, 234.17it/s]
writing video: 54%|#####3 | 360/672 [00:01<00:01, 230.24it/s]
writing video: 57%|#####7 | 384/672 [00:01<00:01, 229.25it/s]
writing video: 61%|###### | 408/672 [00:01<00:01, 229.96it/s]
writing video: 64%|######4 | 432/672 [00:01<00:01, 230.35it/s]
writing video: 68%|######8 | 457/672 [00:01<00:00, 233.33it/s]
writing video: 72%|#######1 | 481/672 [00:02<00:00, 231.95it/s]
writing video: 75%|#######5 | 505/672 [00:02<00:00, 231.40it/s]
writing video: 79%|#######8 | 530/672 [00:02<00:00, 234.05it/s]
writing video: 82%|########2 | 554/672 [00:02<00:00, 234.48it/s]
writing video: 86%|########6 | 578/672 [00:02<00:00, 234.70it/s]
writing video: 90%|########9 | 602/672 [00:02<00:00, 233.52it/s]
writing video: 93%|#########3| 626/672 [00:02<00:00, 232.72it/s]
writing video: 97%|#########6| 650/672 [00:02<00:00, 234.30it/s]
writing video: 100%|##########| 672/672 [00:02<00:00, 233.69it/s]
deleting intermediate images: 0%| | 0/1344 [00:00<?, ?it/s]
deleting intermediate images: 100%|##########| 1344/1344 [00:00<00:00, 25067.68it/s]
Finish!
Version Details
- Version ID
227c800d5e1b6acda82ae57b7b34131fa1600fd43e74a5e62e2e958abe708cb2- Version Created
- October 4, 2022