Open yzbx opened 6 years ago
the best acc almost the merged acc
train/cls_acc | val/cls_acc | note | fcc_block_number | n_epoch | name | |
---|---|---|---|---|---|---|
2 | 0.9979 | 0.4039 | sota_cnw_9 | 9 | 30 | fc_net |
0 | 0.99976 | 0.5655 | sota_cnw_6 | 6 | 30 | fc_net |
1 | 0.99978 | 0.6169 | sota_cnw_3 | 3 | 30 | fc_net |
train/cls_acc | val/cls_acc | note | fcc_block_number | n_epoch | name | |
---|---|---|---|---|---|---|
1 | 0.99868 | 0.4465 | sota_cw_9 | 9 | 30 | fc_net |
2 | 0.99968 | 0.5277 | sota_cw_6 | 6 | 30 | fc_net |
0 | 0.99978 | 0.5905 | sota_cw_3 | 3 | 30 | fc_net |
train/cls_acc | val/cls_acc | note | csc_number | n_epoch | name | |
---|---|---|---|---|---|---|
3 | 0.99988 | 0.6276 | sota_000 | 8 | 30 | csc_net |
4 | 0.99978 | 0.6376 | sota_000 | 1 | 30 | csc_net |
0 | 0.99976 | 0.6392 | sota_000 | 2 | 30 | csc_net |
1 | 0.99978 | 0.6434 | sota_000 | 4 | 30 | csc_net |
train/cls_acc | val/cls_acc | note | sm_block_number | n_epoch | name | |
---|---|---|---|---|---|---|
1 | 0.91898 | 0.3393 | sota_depth_000 | 9 | 30 | sm_net |
0 | 0.99908 | 0.4792 | sota_depth_000 | 6 | 30 | sm_net |
2 | 0.99976 | 0.5931 | sota_depth_000 | 3 | 30 | sm_net |
train/cls_acc | val/cls_acc | note | sm_block_width | n_epoch | name | |
---|---|---|---|---|---|---|
0 | 0.99978 | 0.5983 | sota_width_000 | 3 | 30 | sm_net |
1 | 0.99974 | 0.6005 | sota_width_000 | 9 | 30 | sm_net |
2 | 0.99978 | 0.6084 | sota_width_000 | 6 | 30 | sm_net |
train/cls_acc | val/cls_acc | note | mst_depth | n_epoch | name | |
---|---|---|---|---|---|---|
0 | 0.9928 | 0.6029 | sota_depth_3 | 3 | 30 | mst_net |
1 | 0.99742 | 0.6234 | sota_depth_2 | 2 | 30 | mst_net |
2 | 0.9998 | 0.6406 | sota_depth_1 | 1 | 30 | mst_net |
train/cls_acc | val/cls_acc | note | mst_mode | n_epoch | name | |
---|---|---|---|---|---|---|
2 | 0.99296 | 0.6013 | sota_mode_1 | 1 | 30 | mst_net |
0 | 0.9994 | 0.6246 | sota_mode_111 | 111 | 30 | mst_net |
1 | 0.99976 | 0.6634 | sota_mode_321 | 321 | 30 | mst_net |
no influence-> obviously influence :no_mouth: < :heavy_plus_sign: < :yum: < :star: 1% < 1.5% < 2% < 5%
hyper params | value | miou | experiments | others |
---|---|---|---|---|
class weight | T/F | 0.36-0.37, 0.35-0.38 | class_weight026/027 | :no_mouth: |
focal loss gamma | [1,2] | 0.377 - 0.378, 0.386 - 0.403 | focal_loss028/029 | :yum: |
use dropout | T/F | 0.30 - 0.32 | use_dropout034 | :yum: |
momentum | 0.01, 0.05, 0.1 | - | moment_bias036 | :no_mouth: |
bias | T/F | - | moment_bias036 | :heavy_plus_sign: |
lr_mult | - | 0.31-0.34 | lr_mult037 | :yum: |
upsample_layer | 3,4,5 | 0.37,0.47,0.46 | upsample_layer039 | :start: |
batch_size | 4,6,8 | - | moment_bias036, batch_size040 | :no_mouth: T for resnet, F for vgg |
focal loss grad | T/F | 0.397/0.395 | fl_grad_042 | :no_mouth: T is better |
scheduler | pop, poly , adam | 0.39,0.33,0.41 | scheduler043 | :star: for data size=320 |
augmentation | T/F | 0.318/0.294 | aug044 | :yum: |
freeze_layer | - | 0.393 - 0.428 | freeze_layer045,048 | :yum: 5_3,2,1 may better |
freeze_ratio | 0.3,0.5 | 0.347,0.343 | freeze_ratio051 | :no_mouth: |
crop_size_step | 32,64,128 | 0.295-0.296 | crop_size_step046,47 | :no_mouth: 32 is better |
crop_size_step | 32,64,128 | 0.255,0.258,0.264 | pad_for_crop049 | :no_mouth: 128 is better |
acc (mean/max)
hyper params | value | acc | experiments | others |
---|---|---|---|---|
use_data_aug | T/F | 0.72/0.66 | aug | :star: |
use_ortho_loss | T/F | - / - | ortho | :heavy_plus_sign: |
scheduler | poly_pop, rop, none | -/- | poly_rop, rop, pop | :heavy_plus_sign: |
hyper params experiment summary
no influence-> obviously influence :no_mouth: < :heavy_plus_sign: < :yum: < :star:
semantic segmentation miou (mean/max)