| BACKBONE2D: |
| YOLOv8: |
| ver : m |
|
|
| PRETRAIN: |
| n : weights/backbone2D/YOLOv8/v8_n.pth |
| s : weights/backbone2D/YOLOv8/v8_s.pth |
| m : weights/backbone2D/YOLOv8/v8_m.pth |
| l : weights/backbone2D/YOLOv8/v8_l.pth |
| x : weights/backbone2D/YOLOv8/v8_x.pth |
|
|
| BACKBONE3D: |
|
|
| MOBILENET: |
| width_mult: 2.0 |
|
|
| PRETRAIN: |
| width_mult_0.5x : weights/backbone3D/mobilenet/kinetics_mobilenet_0.5x_RGB_16_best.pth |
| width_mult_1.0x : weights/backbone3D/mobilenet/kinetics_mobilenet_1.0x_RGB_16_best.pth |
| width_mult_1.5x : weights/backbone3D/mobilenet/kinetics_mobilenet_1.5x_RGB_16_best.pth |
| width_mult_2.0x : weights/backbone3D/mobilenet/kinetics_mobilenet_2.0x_RGB_16_best.pth |
|
|
| MOBILENETv2: |
| width_mult: 1.0 |
|
|
| PRETRAIN: |
| width_mult_0.2x : weights/backbone3D/mobilenetv2/kinetics_mobilenetv2_0.2x_RGB_16_best.pth |
| width_mult_0.45x : weights/backbone3D/mobilenetv2/kinetics_mobilenetv2_0.45x_RGB_16_best.pth |
| width_mult_0.7x : weights/backbone3D/mobilenetv2/kinetics_mobilenetv2_0.7x_RGB_16_best.pth |
| width_mult_1.0x : weights/backbone3D/mobilenetv2/kinetics_mobilenetv2_1.0x_RGB_16_best.pth |
|
|
| SHUFFLENET: |
| width_mult: 2.0 |
|
|
| PRETRAIN: |
| width_mult_0.5x : weights/backbone3D/shufflenet/kinetics_shufflenet_0.5x_G3_RGB_16_best.pth |
| width_mult_1.0x : weights/backbone3D/shufflenet/kinetics_shufflenet_1.0x_G3_RGB_16_best.pth |
| width_mult_1.5x : weights/backbone3D/shufflenet/kinetics_shufflenet_1.5x_G3_RGB_16_best.pth |
| width_mult_2.0x : weights/backbone3D/shufflenet/kinetics_shufflenet_2.0x_G3_RGB_16_best.pth |
|
|
| SHUFFLENETv2: |
| width_mult: 2.0 |
|
|
| PRETRAIN: |
| width_mult_0.25x : weights/backbone3D/shufflenetv2/kinetics_shufflenetv2_0.25x_RGB_16_best.pth |
| width_mult_1.0x : weights/backbone3D/shufflenetv2/kinetics_shufflenetv2_1.0x_RGB_16_best.pth |
| width_mult_1.5x : weights/backbone3D/shufflenetv2/kinetics_shufflenetv2_1.5x_RGB_16_best.pth |
| width_mult_2.0x : weights/backbone3D/shufflenetv2/kinetics_shufflenetv2_2.0x_RGB_16_best.pth |
| |
| I3D: |
| PRETRAIN: |
| default: weights/backbone3D/I3D/rgb_imagenet.pth |
| |
| RESNET: |
| ver : 101 |
|
|
| PRETRAIN: |
| ver_18 : weights/backbone3D/resnet/kinetics_resnet_18_RGB_16_best.pth |
| ver_50 : weights/backbone3D/resnet/kinetics_resnet_50_RGB_16_best.pth |
| ver_101: weights/backbone3D/resnet/kinetics_resnet_101_RGB_16_best.pth |
|
|
| RESNEXT: |
| ver : 101 |
|
|
| PRETRAIN: |
| ver_101 : weights/backbone3D/resnext/resnext-101-kinetics.pth |
|
|
| LOSS: |
| TAL: |
| top_k : 10 |
| alpha : 0.5 |
| beta : 6.0 |
| radius : 2.5 |
| soft_label : False |
|
|
| scale_cls_loss : 0.5 |
| scale_box_loss : 7.5 |
| scale_dfl_loss : 1.5 |
|
|
| SIMOTA: |
| top_k : 10 |
| gamma : 0.5 |
| radius : 2.5 |
| mode : balance |
| soft_label : True |
|
|
| dynamic_k : False |
| dynamic_top_k : 40 |
|
|
| scale_cls_loss : 0.5 |
| scale_box_loss : 7.5 |
| scale_dfl_loss : 1.5 |
|
|
| NORMAL: |
| top_k : 10 |
| radius : 2.5 |
|
|
| dynamic_k : True |
| dynamic_top_k : 10 |
|
|
| scale_cls_loss : 1.0 |
| scale_box_loss : 5.0 |
| scale_dfl_loss : 1.0 |
|
|
| config_path : config/cf/ucf.yaml |
| dataset : ucf |
| loss : tal |
| active_checker : True |
| num_classes : 24 |
| backbone2D : yolov8 |
| backbone3D : i3d |
| fusion_module : Spatial |
| mode : decoupled |
| interchannels : [256, 256, 256] |
| pretrain_path : weights/fig1/ucf/Spatial/ema_epoch_7.pth |
| data_root : /home/manh/Datasets/ucf24 |
| img_size : 224 |
| clip_length : 16 |
| batch_size : 8 |
| num_workers : 6 |
| acc_grad : 16 |
| lr : 0.0001 |
| weight_decay : 0.0005 |
| max_step_warmup : 500 |
| adjustlr_schedule : [1, 2, 3, 4, 5] |
| max_epoch : 7 |
| lr_decay : 0.5 |
| save_folder : weights/fig1/ucf/Spatial |
| sampling_rate : 1 |
|
|
|
|
| idx2name: |
| 0 : Baseketball |
| 1 : BaseketballDunk |
| 2 : Biking |
| 3 : CliffDiving |
| 4 : CricketBowling |
| 5 : Diving |
| 6 : Fencing |
| 7 : FloorGymnastics |
| 8 : GolfSwing |
| 9 : HorseRiding |
| 10 : IceDancing |
| 11 : LongJump |
| 12 : PoleVault |
| 13 : RopeClimbing |
| 14 : SalsaSpin |
| 15 : SkateBoarding |
| 16 : Skiing |
| 17 : Skijet |
| 18 : Soccer Juggling |
| 19 : Surfing |
| 20 : TennisSwing |
| 21 : TrampolineJumping |
| 22 : VolleyballSpiking |
| 23 : WalkingWithDog |
|
|
