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dover.yml
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dover.yml
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name: DOVER
num_epochs: 0
l_num_epochs: 10
warmup_epochs: 2.5
ema: true
save_model: true
batch_size: 8
num_workers: 6
split_seed: 42
wandb:
project_name: DOVER
data:
val-livevqc:
type: ViewDecompositionDataset
args:
weight: 0.598
phase: test
anno_file: ./examplar_data_labels/LIVE_VQC/labels.txt
data_prefix: ../datasets/LIVE_VQC/
sample_types:
technical:
fragments_h: 7
fragments_w: 7
fsize_h: 32
fsize_w: 32
aligned: 32
clip_len: 32
frame_interval: 2
num_clips: 3
aesthetic:
size_h: 224
size_w: 224
clip_len: 32
frame_interval: 2
t_frag: 32
num_clips: 1
val-kv1k:
type: ViewDecompositionDataset
args:
weight: 0.540
phase: test
anno_file: ./examplar_data_labels/KoNViD/labels.txt
data_prefix: ../datasets/KoNViD/
sample_types:
technical:
fragments_h: 7
fragments_w: 7
fsize_h: 32
fsize_w: 32
aligned: 32
clip_len: 32
frame_interval: 2
num_clips: 3
aesthetic:
size_h: 224
size_w: 224
clip_len: 32
frame_interval: 2
t_frag: 32
num_clips: 1
val-ltest:
type: ViewDecompositionDataset
args:
weight: 0.603
phase: test
anno_file: ./examplar_data_labels/LSVQ/labels_test.txt
data_prefix: ../datasets/LSVQ/
sample_types:
technical:
fragments_h: 7
fragments_w: 7
fsize_h: 32
fsize_w: 32
aligned: 32
clip_len: 32
frame_interval: 2
num_clips: 3
aesthetic:
size_h: 224
size_w: 224
clip_len: 32
frame_interval: 2
t_frag: 32
num_clips: 1
val-l1080p:
type: ViewDecompositionDataset
args:
weight: 0.620
phase: test
anno_file: ./examplar_data_labels/LSVQ/labels_1080p.txt
data_prefix: ../datasets/LSVQ/
sample_types:
technical:
fragments_h: 7
fragments_w: 7
fsize_h: 32
fsize_w: 32
aligned: 32
clip_len: 32
frame_interval: 2
num_clips: 3
aesthetic:
size_h: 224
size_w: 224
clip_len: 32
frame_interval: 2
t_frag: 32
num_clips: 1
val-cvd2014:
type: ViewDecompositionDataset
args:
weight: 0.576
phase: test
anno_file: ./examplar_data_labels/CVD2014/labels.txt
data_prefix: ../datasets/CVD2014/
sample_types:
technical:
fragments_h: 7
fragments_w: 7
fsize_h: 32
fsize_w: 32
aligned: 32
clip_len: 32
frame_interval: 2
num_clips: 3
aesthetic:
size_h: 224
size_w: 224
clip_len: 32
frame_interval: 2
t_frag: 32
num_clips: 1
val-ytugc:
type: ViewDecompositionDataset
args:
weight: 0.443
phase: test
anno_file: ./examplar_data_labels/YouTubeUGC/labels.txt
data_prefix: ../datasets/YouTubeUGC/
sample_types:
technical:
fragments_h: 7
fragments_w: 7
fsize_h: 32
fsize_w: 32
aligned: 32
clip_len: 32
frame_interval: 2
num_clips: 3
aesthetic:
size_h: 224
size_w: 224
clip_len: 32
frame_interval: 2
t_frag: 32
num_clips: 1
model:
type: DOVER
args:
backbone:
technical:
type: swin_tiny_grpb
checkpoint: true
pretrained:
aesthetic:
type: conv_tiny
backbone_preserve_keys: technical,aesthetic
divide_head: true
vqa_head:
in_channels: 768
hidden_channels: 64
optimizer:
lr: !!float 1e-3
backbone_lr_mult: !!float 1e-1
wd: 0.05
test_load_path: ./pretrained_weights/DOVER.pth