videomae-base-finetuned-chickenbehaviour-3
This model is a fine-tuned version of MCG-NJU/videomae-base on an unknown dataset. It achieves the following results on the evaluation set:
Loss: 1.1027
Accuracy: 0.6720
Class Report: precision recall f1-score support
aggression 0.00 0.00 0.00 13 drinking 0.81 0.86 0.83 300 dust_bathing 1.00 0.15 0.27 13 eating 0.89 0.90 0.90 300
ground_pecking 0.36 0.37 0.37 119 head_shaking 0.00 0.00 0.00 11 idle 0.54 0.57 0.56 300 object_pecking 0.00 0.00 0.00 25 preening 0.65 0.62 0.64 136 scratching 0.29 0.09 0.14 22 shaking_out 0.48 0.37 0.42 38 stretching 0.47 0.46 0.46 104 walking 0.66 0.84 0.74 200 wing_flapping 0.74 0.66 0.70 53
accuracy 0.67 1634
macro avg 0.49 0.42 0.43 1634
weighted avg 0.65 0.67 0.66 1634
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- training_steps: 48960
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Class Report |
|---|---|---|---|---|---|
| 0.7915 | 0.01 | 613 | 1.0716 | 0.6663 | precision recall f1-score support |
aggression 0.00 0.00 0.00 13
drinking 0.83 0.84 0.84 300
dust_bathing 0.25 0.15 0.19 13 eating 0.88 0.90 0.89 300 ground_pecking 0.33 0.41 0.37 118 head_shaking 0.00 0.00 0.00 11 idle 0.54 0.58 0.56 300 object_pecking 0.00 0.00 0.00 25 preening 0.57 0.55 0.56 137 scratching 0.67 0.09 0.16 22 shaking_out 0.43 0.24 0.31 38 stretching 0.50 0.50 0.50 104 walking 0.68 0.85 0.76 199 wing_flapping 0.78 0.68 0.73 53
accuracy 0.67 1633
macro avg 0.46 0.41 0.42 1633
weighted avg 0.65 0.67 0.65 1633 | | 0.8162 | 1.01 | 1226 | 1.1070 | 0.6528 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.77 0.88 0.82 300
dust_bathing 0.30 0.23 0.26 13 eating 0.85 0.90 0.88 300 ground_pecking 0.30 0.53 0.38 118 head_shaking 0.00 0.00 0.00 11 idle 0.56 0.53 0.54 300 object_pecking 0.00 0.00 0.00 25 preening 0.57 0.55 0.56 137 scratching 0.29 0.23 0.26 22 shaking_out 0.39 0.24 0.30 38 stretching 0.57 0.39 0.47 104 walking 0.78 0.72 0.75 199 wing_flapping 0.81 0.64 0.72 53
accuracy 0.65 1633
macro avg 0.44 0.42 0.42 1633
weighted avg 0.64 0.65 0.64 1633 | | 0.8452 | 2.01 | 1839 | 1.1293 | 0.6595 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.88 0.78 0.83 300
dust_bathing 0.33 0.23 0.27 13 eating 0.89 0.84 0.87 300 ground_pecking 0.35 0.35 0.35 118 head_shaking 0.00 0.00 0.00 11 idle 0.53 0.64 0.58 300 object_pecking 0.00 0.00 0.00 25 preening 0.53 0.61 0.57 137 scratching 0.25 0.09 0.13 22 shaking_out 0.48 0.26 0.34 38 stretching 0.53 0.56 0.54 104 walking 0.67 0.81 0.73 199 wing_flapping 0.69 0.75 0.72 53
accuracy 0.66 1633
macro avg 0.44 0.42 0.42 1633
weighted avg 0.65 0.66 0.65 1633 | | 0.8467 | 3.01 | 2452 | 1.1901 | 0.6405 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.83 0.81 0.82 300
dust_bathing 0.40 0.15 0.22 13 eating 0.83 0.92 0.87 300 ground_pecking 0.34 0.34 0.34 118 head_shaking 0.00 0.00 0.00 11 idle 0.49 0.64 0.56 300 object_pecking 0.00 0.00 0.00 25 preening 0.45 0.55 0.49 137 scratching 0.44 0.18 0.26 22 shaking_out 0.40 0.37 0.38 38 stretching 0.53 0.38 0.45 104 walking 0.76 0.70 0.73 199 wing_flapping 0.85 0.42 0.56 53
accuracy 0.64 1633
macro avg 0.45 0.39 0.41 1633
weighted avg 0.63 0.64 0.63 1633 | | 0.8517 | 4.01 | 3065 | 1.1690 | 0.6577 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.79 0.82 0.81 300
dust_bathing 0.00 0.00 0.00 13 eating 0.83 0.90 0.86 300 ground_pecking 0.46 0.20 0.28 118 head_shaking 0.00 0.00 0.00 11 idle 0.54 0.63 0.58 300 object_pecking 0.00 0.00 0.00 25 preening 0.57 0.50 0.53 137 scratching 1.00 0.05 0.09 22 shaking_out 0.45 0.24 0.31 38 stretching 0.48 0.51 0.50 104 walking 0.62 0.86 0.72 199 wing_flapping 0.70 0.75 0.73 53
accuracy 0.66 1633
macro avg 0.46 0.39 0.39 1633
weighted avg 0.63 0.66 0.63 1633 | | 0.8756 | 5.01 | 3678 | 1.2592 | 0.6338 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.85 0.78 0.81 300
dust_bathing 0.33 0.08 0.12 13 eating 0.88 0.85 0.86 300 ground_pecking 0.38 0.18 0.24 118 head_shaking 0.00 0.00 0.00 11 idle 0.45 0.70 0.55 300 object_pecking 0.00 0.00 0.00 25 preening 0.67 0.39 0.49 137 scratching 0.50 0.05 0.08 22 shaking_out 0.40 0.16 0.23 38 stretching 0.39 0.57 0.46 104 walking 0.65 0.82 0.72 199 wing_flapping 0.79 0.64 0.71 53
accuracy 0.63 1633
macro avg 0.45 0.37 0.38 1633
weighted avg 0.63 0.63 0.61 1633 | | 0.901 | 6.01 | 4291 | 1.2519 | 0.6271 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.79 0.84 0.81 300
dust_bathing 0.27 0.46 0.34 13 eating 0.83 0.89 0.86 300 ground_pecking 0.41 0.31 0.35 118 head_shaking 0.00 0.00 0.00 11 idle 0.51 0.61 0.56 300 object_pecking 0.00 0.00 0.00 25 preening 0.60 0.50 0.55 137 scratching 0.21 0.14 0.17 22 shaking_out 0.33 0.37 0.35 38 stretching 0.31 0.56 0.40 104 walking 0.84 0.60 0.70 199 wing_flapping 0.88 0.26 0.41 53
accuracy 0.63 1633
macro avg 0.43 0.40 0.39 1633
weighted avg 0.63 0.63 0.62 1633 | | 0.9165 | 7.01 | 4904 | 1.3892 | 0.6081 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.53 0.94 0.68 300
dust_bathing 0.00 0.00 0.00 13 eating 0.86 0.85 0.86 300 ground_pecking 0.44 0.23 0.30 118 head_shaking 0.00 0.00 0.00 11 idle 0.61 0.38 0.47 300 object_pecking 0.00 0.00 0.00 25 preening 0.46 0.50 0.48 137 scratching 1.00 0.05 0.09 22 shaking_out 0.34 0.32 0.33 38 stretching 0.38 0.55 0.45 104 walking 0.84 0.69 0.75 199 wing_flapping 0.76 0.74 0.75 53
accuracy 0.61 1633
macro avg 0.44 0.37 0.37 1633
weighted avg 0.61 0.61 0.58 1633 | | 0.9182 | 8.01 | 5517 | 1.2204 | 0.6399 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.75 0.88 0.81 300
dust_bathing 0.00 0.00 0.00 13 eating 0.79 0.90 0.84 300 ground_pecking 0.40 0.26 0.32 118 head_shaking 0.00 0.00 0.00 11 idle 0.59 0.51 0.55 300 object_pecking 0.00 0.00 0.00 25 preening 0.48 0.55 0.51 137 scratching 0.33 0.05 0.08 22 shaking_out 0.44 0.42 0.43 38 stretching 0.33 0.57 0.42 104 walking 0.78 0.69 0.73 199 wing_flapping 0.75 0.72 0.73 53
accuracy 0.64 1633
macro avg 0.40 0.40 0.39 1633
weighted avg 0.62 0.64 0.62 1633 | | 0.8714 | 9.01 | 6130 | 1.2325 | 0.6307 | precision recall f1-score support
aggression 0.33 0.08 0.12 13
drinking 0.77 0.84 0.81 300
dust_bathing 0.00 0.00 0.00 13 eating 0.83 0.93 0.88 300 ground_pecking 0.28 0.50 0.36 118 head_shaking 0.00 0.00 0.00 11 idle 0.59 0.41 0.48 300 object_pecking 0.22 0.08 0.12 25 preening 0.65 0.42 0.51 137 scratching 0.60 0.14 0.22 22 shaking_out 0.33 0.18 0.24 38 stretching 0.39 0.66 0.49 104 walking 0.72 0.74 0.73 199 wing_flapping 0.83 0.55 0.66 53
accuracy 0.63 1633
macro avg 0.47 0.39 0.40 1633
weighted avg 0.64 0.63 0.62 1633 | | 0.8082 | 10.01 | 6743 | 1.2227 | 0.6461 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.73 0.87 0.79 300
dust_bathing 0.50 0.15 0.24 13 eating 0.82 0.88 0.85 300 ground_pecking 0.54 0.27 0.36 118 head_shaking 0.00 0.00 0.00 11 idle 0.47 0.66 0.55 300 object_pecking 0.00 0.00 0.00 25 preening 0.67 0.47 0.56 137 scratching 0.12 0.09 0.10 22 shaking_out 0.44 0.11 0.17 38 stretching 0.50 0.43 0.46 104 walking 0.70 0.80 0.75 199 wing_flapping 0.88 0.42 0.56 53
accuracy 0.65 1633
macro avg 0.46 0.37 0.39 1633
weighted avg 0.63 0.65 0.62 1633 | | 0.7635 | 11.01 | 7356 | 1.3021 | 0.6295 | precision recall f1-score support
aggression 0.50 0.08 0.13 13
drinking 0.69 0.90 0.78 300
dust_bathing 0.21 0.62 0.31 13 eating 0.84 0.85 0.85 300 ground_pecking 0.32 0.52 0.40 118 head_shaking 0.25 0.09 0.13 11 idle 0.62 0.41 0.49 300 object_pecking 0.11 0.04 0.06 25 preening 0.57 0.50 0.53 137 scratching 0.18 0.36 0.24 22 shaking_out 0.20 0.11 0.14 38 stretching 0.70 0.32 0.44 104 walking 0.75 0.79 0.77 199 wing_flapping 0.67 0.68 0.67 53
accuracy 0.63 1633
macro avg 0.47 0.45 0.42 1633
weighted avg 0.64 0.63 0.62 1633 | | 0.7197 | 12.01 | 7969 | 1.3350 | 0.6130 | precision recall f1-score support
aggression 0.25 0.08 0.12 13
drinking 0.79 0.84 0.81 300
dust_bathing 0.50 0.08 0.13 13 eating 0.86 0.81 0.83 300 ground_pecking 0.25 0.51 0.33 118 head_shaking 0.00 0.00 0.00 11 idle 0.51 0.48 0.49 300 object_pecking 0.00 0.00 0.00 25 preening 0.50 0.50 0.50 137 scratching 0.29 0.09 0.14 22 shaking_out 0.46 0.32 0.38 38 stretching 0.59 0.43 0.50 104 walking 0.68 0.78 0.73 199 wing_flapping 0.86 0.34 0.49 53
accuracy 0.61 1633
macro avg 0.47 0.38 0.39 1633
weighted avg 0.62 0.61 0.61 1633 | | 0.6855 | 13.01 | 8582 | 1.2275 | 0.6663 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.84 0.84 0.84 300
dust_bathing 0.30 0.23 0.26 13 eating 0.83 0.88 0.86 300 ground_pecking 0.48 0.35 0.40 118 head_shaking 0.50 0.09 0.15 11 idle 0.50 0.68 0.58 300 object_pecking 0.00 0.00 0.00 25 preening 0.56 0.56 0.56 137 scratching 0.19 0.36 0.25 22 shaking_out 0.62 0.21 0.31 38 stretching 0.55 0.51 0.53 104 walking 0.78 0.72 0.75 199 wing_flapping 0.86 0.68 0.76 53
accuracy 0.67 1633
macro avg 0.50 0.44 0.45 1633
weighted avg 0.66 0.67 0.66 1633 | | 0.6387 | 14.01 | 9195 | 1.3097 | 0.6258 | precision recall f1-score support
aggression 0.22 0.15 0.18 13
drinking 0.80 0.79 0.79 300
dust_bathing 0.21 0.23 0.22 13 eating 0.90 0.78 0.84 300 ground_pecking 0.29 0.47 0.36 118 head_shaking 0.50 0.09 0.15 11 idle 0.51 0.54 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.53 0.53 0.53 137 scratching 0.20 0.23 0.21 22 shaking_out 0.38 0.16 0.22 38 stretching 0.63 0.46 0.53 104 walking 0.69 0.80 0.74 199 wing_flapping 0.83 0.66 0.74 53
accuracy 0.63 1633
macro avg 0.48 0.42 0.43 1633
weighted avg 0.64 0.63 0.63 1633 | | 0.5823 | 15.01 | 9808 | 1.3973 | 0.6418 | precision recall f1-score support
aggression 0.14 0.15 0.15 13
drinking 0.74 0.86 0.80 300
dust_bathing 0.30 0.23 0.26 13 eating 0.81 0.89 0.85 300 ground_pecking 0.37 0.22 0.28 118 head_shaking 0.00 0.00 0.00 11 idle 0.53 0.54 0.54 300 object_pecking 0.05 0.04 0.04 25 preening 0.50 0.50 0.50 137 scratching 0.36 0.23 0.28 22 shaking_out 0.50 0.29 0.37 38 stretching 0.64 0.39 0.49 104 walking 0.65 0.85 0.73 199 wing_flapping 0.80 0.62 0.70 53
accuracy 0.64 1633
macro avg 0.46 0.42 0.43 1633
weighted avg 0.62 0.64 0.62 1633 | | 0.5323 | 16.01 | 10421 | 1.4450 | 0.6191 | precision recall f1-score support
aggression 0.27 0.23 0.25 13
drinking 0.81 0.84 0.82 300
dust_bathing 0.33 0.08 0.12 13 eating 0.87 0.79 0.83 300 ground_pecking 0.28 0.56 0.37 118 head_shaking 0.10 0.09 0.10 11 idle 0.50 0.49 0.49 300 object_pecking 0.00 0.00 0.00 25 preening 0.65 0.46 0.54 137 scratching 0.27 0.18 0.22 22 shaking_out 0.32 0.21 0.25 38 stretching 0.44 0.46 0.45 104 walking 0.74 0.75 0.74 199 wing_flapping 0.73 0.60 0.66 53
accuracy 0.62 1633
macro avg 0.45 0.41 0.42 1633
weighted avg 0.63 0.62 0.62 1633 | | 0.5042 | 17.01 | 11034 | 1.5927 | 0.6363 | precision recall f1-score support
aggression 0.33 0.15 0.21 13
drinking 0.65 0.90 0.76 300
dust_bathing 0.33 0.15 0.21 13 eating 0.86 0.85 0.86 300 ground_pecking 0.63 0.22 0.33 118 head_shaking 0.14 0.09 0.11 11 idle 0.54 0.62 0.58 300 object_pecking 0.17 0.04 0.06 25 preening 0.65 0.53 0.58 137 scratching 0.25 0.05 0.08 22 shaking_out 0.46 0.16 0.24 38 stretching 0.35 0.66 0.46 104 walking 0.78 0.61 0.68 199 wing_flapping 0.84 0.51 0.64 53
accuracy 0.64 1633
macro avg 0.50 0.40 0.41 1633
weighted avg 0.65 0.64 0.62 1633 | | 0.4718 | 18.01 | 11647 | 1.5429 | 0.6099 | precision recall f1-score support
aggression 0.10 0.38 0.15 13
drinking 0.82 0.77 0.79 300
dust_bathing 0.28 0.38 0.32 13 eating 0.90 0.82 0.86 300 ground_pecking 0.31 0.48 0.38 118 head_shaking 0.00 0.00 0.00 11 idle 0.45 0.54 0.49 300 object_pecking 0.00 0.00 0.00 25 preening 0.61 0.48 0.54 137 scratching 0.50 0.23 0.31 22 shaking_out 0.43 0.24 0.31 38 stretching 0.48 0.49 0.49 104 walking 0.75 0.65 0.70 199 wing_flapping 0.81 0.55 0.65 53
accuracy 0.61 1633
macro avg 0.46 0.43 0.43 1633
weighted avg 0.64 0.61 0.62 1633 | | 0.4386 | 19.01 | 12260 | 1.5767 | 0.6240 | precision recall f1-score support
aggression 0.20 0.08 0.11 13
drinking 0.75 0.87 0.81 300
dust_bathing 0.17 0.08 0.11 13 eating 0.85 0.82 0.83 300 ground_pecking 0.32 0.36 0.34 118 head_shaking 0.40 0.18 0.25 11 idle 0.56 0.45 0.50 300 object_pecking 0.06 0.04 0.05 25 preening 0.51 0.58 0.54 137 scratching 0.29 0.23 0.26 22 shaking_out 0.34 0.39 0.37 38 stretching 0.41 0.63 0.50 104 walking 0.78 0.64 0.70 199 wing_flapping 0.73 0.68 0.71 53
accuracy 0.62 1633
macro avg 0.46 0.43 0.43 1633
weighted avg 0.63 0.62 0.62 1633 | | 0.4161 | 20.01 | 12873 | 1.7313 | 0.6326 | precision recall f1-score support
aggression 0.14 0.08 0.10 13
drinking 0.84 0.69 0.76 300
dust_bathing 0.25 0.08 0.12 13 eating 0.81 0.93 0.87 300 ground_pecking 0.47 0.27 0.34 118 head_shaking 0.13 0.18 0.15 11 idle 0.47 0.63 0.54 300 object_pecking 0.00 0.00 0.00 25 preening 0.65 0.44 0.52 137 scratching 0.20 0.09 0.12 22 shaking_out 0.34 0.32 0.33 38 stretching 0.46 0.59 0.52 104 walking 0.65 0.79 0.72 199 wing_flapping 0.79 0.58 0.67 53
accuracy 0.63 1633
macro avg 0.44 0.40 0.41 1633
weighted avg 0.63 0.63 0.62 1633 | | 0.3829 | 21.01 | 13486 | 1.7138 | 0.6393 | precision recall f1-score support
aggression 0.17 0.08 0.11 13
drinking 0.74 0.87 0.80 300
dust_bathing 0.20 0.15 0.17 13 eating 0.85 0.88 0.87 300 ground_pecking 0.35 0.35 0.35 118 head_shaking 0.25 0.27 0.26 11 idle 0.54 0.49 0.52 300 object_pecking 0.00 0.00 0.00 25 preening 0.51 0.58 0.55 137 scratching 0.17 0.23 0.20 22 shaking_out 0.36 0.21 0.27 38 stretching 0.57 0.45 0.51 104 walking 0.72 0.79 0.76 199 wing_flapping 0.71 0.51 0.59 53
accuracy 0.64 1633
macro avg 0.44 0.42 0.42 1633
weighted avg 0.62 0.64 0.63 1633 | | 0.397 | 22.01 | 14099 | 1.7122 | 0.6191 | precision recall f1-score support
aggression 0.20 0.15 0.17 13
drinking 0.80 0.84 0.82 300
dust_bathing 0.17 0.15 0.16 13 eating 0.82 0.93 0.87 300 ground_pecking 0.30 0.56 0.39 118 head_shaking 0.29 0.18 0.22 11 idle 0.57 0.38 0.46 300 object_pecking 0.00 0.00 0.00 25 preening 0.54 0.50 0.52 137 scratching 0.25 0.09 0.13 22 shaking_out 0.27 0.42 0.33 38 stretching 0.52 0.36 0.42 104 walking 0.69 0.73 0.71 199 wing_flapping 0.68 0.43 0.53 53
accuracy 0.62 1633
macro avg 0.43 0.41 0.41 1633
weighted avg 0.62 0.62 0.61 1633 | | 0.3393 | 23.01 | 14712 | 1.8605 | 0.6228 | precision recall f1-score support
aggression 0.15 0.15 0.15 13
drinking 0.78 0.84 0.81 300
dust_bathing 0.29 0.15 0.20 13 eating 0.76 0.88 0.82 300 ground_pecking 0.35 0.43 0.39 118 head_shaking 0.00 0.00 0.00 11 idle 0.58 0.43 0.50 300 object_pecking 0.00 0.00 0.00 25 preening 0.44 0.59 0.50 137 scratching 0.07 0.05 0.06 22 shaking_out 0.29 0.24 0.26 38 stretching 0.50 0.56 0.53 104 walking 0.78 0.70 0.74 199 wing_flapping 0.69 0.51 0.59 53
accuracy 0.62 1633
macro avg 0.41 0.40 0.40 1633
weighted avg 0.61 0.62 0.61 1633 | | 0.343 | 24.01 | 15325 | 1.8662 | 0.6093 | precision recall f1-score support
aggression 0.25 0.15 0.19 13
drinking 0.74 0.86 0.80 300
dust_bathing 0.22 0.15 0.18 13 eating 0.87 0.77 0.82 300 ground_pecking 0.30 0.34 0.32 118 head_shaking 0.14 0.18 0.16 11 idle 0.47 0.59 0.52 300 object_pecking 0.00 0.00 0.00 25 preening 0.63 0.44 0.52 137 scratching 0.32 0.32 0.32 22 shaking_out 0.36 0.34 0.35 38 stretching 0.53 0.30 0.38 104 walking 0.73 0.72 0.73 199 wing_flapping 0.81 0.55 0.65 53
accuracy 0.61 1633
macro avg 0.46 0.41 0.42 1633
weighted avg 0.62 0.61 0.61 1633 | | 0.31 | 25.01 | 15938 | 1.8662 | 0.6461 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.74 0.87 0.80 300
dust_bathing 0.33 0.08 0.12 13 eating 0.80 0.93 0.86 300 ground_pecking 0.41 0.35 0.38 118 head_shaking 0.00 0.00 0.00 11 idle 0.55 0.51 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.66 0.50 0.57 137 scratching 0.25 0.09 0.13 22 shaking_out 0.46 0.29 0.35 38 stretching 0.44 0.58 0.50 104 walking 0.72 0.74 0.73 199 wing_flapping 0.78 0.58 0.67 53
accuracy 0.65 1633
macro avg 0.44 0.39 0.40 1633
weighted avg 0.63 0.65 0.63 1633 | | 0.28 | 26.01 | 16551 | 1.9529 | 0.6491 | precision recall f1-score support
aggression 0.11 0.23 0.15 13
drinking 0.80 0.82 0.81 300
dust_bathing 0.40 0.15 0.22 13 eating 0.83 0.95 0.88 300 ground_pecking 0.32 0.42 0.36 118 head_shaking 0.17 0.09 0.12 11 idle 0.54 0.57 0.55 300 object_pecking 0.00 0.00 0.00 25 preening 0.61 0.47 0.53 137 scratching 0.40 0.18 0.25 22 shaking_out 0.44 0.21 0.29 38 stretching 0.77 0.32 0.45 104 walking 0.69 0.81 0.75 199 wing_flapping 0.73 0.62 0.67 53
accuracy 0.65 1633
macro avg 0.49 0.42 0.43 1633
weighted avg 0.65 0.65 0.64 1633 | | 0.2568 | 27.01 | 17164 | 2.1654 | 0.6185 | precision recall f1-score support
aggression 0.06 0.08 0.06 13
drinking 0.75 0.80 0.78 300
dust_bathing 0.25 0.46 0.32 13 eating 0.71 0.93 0.81 300 ground_pecking 0.32 0.36 0.34 118 head_shaking 0.20 0.09 0.12 11 idle 0.58 0.47 0.52 300 object_pecking 0.00 0.00 0.00 25 preening 0.50 0.52 0.51 137 scratching 0.67 0.18 0.29 22 shaking_out 0.33 0.21 0.26 38 stretching 0.62 0.37 0.46 104 walking 0.70 0.73 0.71 199 wing_flapping 0.67 0.64 0.65 53
accuracy 0.62 1633
macro avg 0.45 0.42 0.42 1633
weighted avg 0.61 0.62 0.60 1633 | | 0.292 | 28.01 | 17777 | 2.0938 | 0.6399 | precision recall f1-score support
aggression 0.11 0.31 0.17 13
drinking 0.77 0.84 0.80 300
dust_bathing 0.40 0.31 0.35 13 eating 0.78 0.94 0.86 300 ground_pecking 0.33 0.24 0.28 118 head_shaking 0.00 0.00 0.00 11 idle 0.53 0.62 0.57 300 object_pecking 0.00 0.00 0.00 25 preening 0.56 0.53 0.55 137 scratching 0.33 0.14 0.19 22 shaking_out 0.34 0.26 0.30 38 stretching 0.60 0.42 0.50 104 walking 0.81 0.62 0.70 199 wing_flapping 0.69 0.66 0.67 53
accuracy 0.64 1633
macro avg 0.45 0.42 0.42 1633
weighted avg 0.63 0.64 0.63 1633 | | 0.2519 | 29.01 | 18390 | 2.2026 | 0.6038 | precision recall f1-score support
aggression 1.00 0.15 0.27 13
drinking 0.82 0.75 0.78 300
dust_bathing 0.30 0.23 0.26 13 eating 0.81 0.89 0.85 300 ground_pecking 0.30 0.27 0.29 118 head_shaking 0.00 0.00 0.00 11 idle 0.50 0.52 0.51 300 object_pecking 0.00 0.00 0.00 25 preening 0.51 0.52 0.52 137 scratching 0.19 0.14 0.16 22 shaking_out 0.21 0.18 0.19 38 stretching 0.32 0.50 0.39 104 walking 0.73 0.72 0.73 199 wing_flapping 0.82 0.51 0.63 53
accuracy 0.60 1633
macro avg 0.47 0.38 0.40 1633
weighted avg 0.61 0.60 0.60 1633 | | 0.2165 | 30.01 | 19003 | 2.2194 | 0.6203 | precision recall f1-score support
aggression 0.10 0.08 0.09 13
drinking 0.81 0.79 0.80 300
dust_bathing 0.13 0.15 0.14 13 eating 0.76 0.93 0.84 300 ground_pecking 0.30 0.41 0.35 118 head_shaking 0.05 0.09 0.06 11 idle 0.59 0.47 0.52 300 object_pecking 0.12 0.08 0.10 25 preening 0.58 0.53 0.55 137 scratching 0.22 0.36 0.27 22 shaking_out 0.28 0.29 0.29 38 stretching 0.54 0.41 0.47 104 walking 0.71 0.70 0.71 199 wing_flapping 0.78 0.55 0.64 53
accuracy 0.62 1633
macro avg 0.43 0.42 0.42 1633
weighted avg 0.63 0.62 0.62 1633 | | 0.2233 | 31.01 | 19616 | 2.2306 | 0.6265 | precision recall f1-score support
aggression 0.25 0.08 0.12 13
drinking 0.77 0.82 0.79 300
dust_bathing 0.23 0.23 0.23 13 eating 0.84 0.87 0.86 300 ground_pecking 0.33 0.22 0.27 118 head_shaking 0.08 0.09 0.09 11 idle 0.52 0.61 0.56 300 object_pecking 0.06 0.04 0.05 25 preening 0.51 0.57 0.54 137 scratching 0.23 0.27 0.25 22 shaking_out 0.25 0.34 0.29 38 stretching 0.65 0.32 0.43 104 walking 0.72 0.73 0.72 199 wing_flapping 0.65 0.53 0.58 53
accuracy 0.63 1633
macro avg 0.43 0.41 0.41 1633
weighted avg 0.62 0.63 0.62 1633 | | 0.2431 | 32.01 | 20229 | 2.2781 | 0.6350 | precision recall f1-score support
aggression 0.33 0.15 0.21 13
drinking 0.75 0.87 0.81 300
dust_bathing 0.29 0.38 0.33 13 eating 0.81 0.88 0.84 300 ground_pecking 0.40 0.31 0.35 118 head_shaking 0.33 0.18 0.24 11 idle 0.53 0.46 0.49 300 object_pecking 0.03 0.04 0.04 25 preening 0.61 0.59 0.60 137 scratching 0.19 0.36 0.25 22 shaking_out 0.40 0.11 0.17 38 stretching 0.50 0.49 0.50 104 walking 0.68 0.78 0.73 199 wing_flapping 0.84 0.49 0.62 53
accuracy 0.64 1633
macro avg 0.48 0.44 0.44 1633
weighted avg 0.63 0.64 0.62 1633 | | 0.2131 | 33.01 | 20842 | 2.2793 | 0.6216 | precision recall f1-score support
aggression 0.07 0.08 0.07 13
drinking 0.82 0.78 0.80 300
dust_bathing 0.22 0.15 0.18 13 eating 0.89 0.84 0.86 300 ground_pecking 0.34 0.46 0.39 118 head_shaking 0.06 0.36 0.11 11 idle 0.52 0.46 0.49 300 object_pecking 0.19 0.12 0.15 25 preening 0.68 0.52 0.59 137 scratching 0.25 0.14 0.18 22 shaking_out 0.37 0.29 0.32 38 stretching 0.43 0.55 0.48 104 walking 0.71 0.76 0.73 199 wing_flapping 0.72 0.62 0.67 53
accuracy 0.62 1633
macro avg 0.45 0.44 0.43 1633
weighted avg 0.65 0.62 0.63 1633 | | 0.2083 | 34.01 | 21455 | 2.4785 | 0.6105 | precision recall f1-score support
aggression 0.08 0.31 0.12 13
drinking 0.81 0.75 0.78 300
dust_bathing 0.22 0.15 0.18 13 eating 0.93 0.71 0.81 300 ground_pecking 0.32 0.48 0.39 118 head_shaking 0.00 0.00 0.00 11 idle 0.50 0.54 0.52 300 object_pecking 0.07 0.04 0.05 25 preening 0.62 0.58 0.60 137 scratching 0.38 0.14 0.20 22 shaking_out 0.31 0.13 0.19 38 stretching 0.60 0.47 0.53 104 walking 0.64 0.82 0.72 199 wing_flapping 0.64 0.64 0.64 53
accuracy 0.61 1633
macro avg 0.44 0.41 0.41 1633
weighted avg 0.64 0.61 0.62 1633 | | 0.1785 | 35.01 | 22068 | 2.4415 | 0.6197 | precision recall f1-score support
aggression 0.12 0.08 0.10 13
drinking 0.82 0.77 0.80 300
dust_bathing 0.20 0.15 0.17 13 eating 0.81 0.85 0.83 300 ground_pecking 0.35 0.32 0.33 118 head_shaking 0.22 0.36 0.28 11 idle 0.55 0.46 0.50 300 object_pecking 0.00 0.00 0.00 25 preening 0.52 0.60 0.55 137 scratching 0.17 0.09 0.12 22 shaking_out 0.27 0.42 0.33 38 stretching 0.44 0.66 0.53 104 walking 0.72 0.76 0.74 199 wing_flapping 0.78 0.47 0.59 53
accuracy 0.62 1633
macro avg 0.43 0.43 0.42 1633
weighted avg 0.62 0.62 0.62 1633 | | 0.1598 | 36.01 | 22681 | 2.4563 | 0.6301 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.77 0.82 0.79 300
dust_bathing 0.20 0.08 0.11 13 eating 0.84 0.90 0.87 300 ground_pecking 0.35 0.37 0.36 118 head_shaking 0.15 0.18 0.17 11 idle 0.50 0.54 0.52 300 object_pecking 0.04 0.04 0.04 25 preening 0.52 0.54 0.53 137 scratching 0.25 0.18 0.21 22 shaking_out 0.37 0.34 0.36 38 stretching 0.53 0.45 0.49 104 walking 0.78 0.71 0.74 199 wing_flapping 0.77 0.45 0.57 53
accuracy 0.63 1633
macro avg 0.44 0.40 0.41 1633
weighted avg 0.63 0.63 0.63 1633 | | 0.1639 | 37.01 | 23294 | 2.4231 | 0.6387 | precision recall f1-score support
aggression 0.08 0.08 0.08 13
drinking 0.84 0.75 0.80 300
dust_bathing 0.23 0.23 0.23 13 eating 0.88 0.89 0.88 300 ground_pecking 0.46 0.31 0.37 118 head_shaking 0.25 0.09 0.13 11 idle 0.46 0.68 0.55 300 object_pecking 0.00 0.00 0.00 25 preening 0.62 0.40 0.49 137 scratching 0.00 0.00 0.00 22 shaking_out 0.30 0.32 0.31 38 stretching 0.56 0.49 0.52 104 walking 0.71 0.75 0.73 199 wing_flapping 0.61 0.70 0.65 53
accuracy 0.64 1633
macro avg 0.43 0.41 0.41 1633
weighted avg 0.64 0.64 0.63 1633 | | 0.1555 | 38.01 | 23907 | 2.4562 | 0.6363 | precision recall f1-score support
aggression 0.11 0.08 0.09 13
drinking 0.81 0.83 0.82 300
dust_bathing 0.27 0.23 0.25 13 eating 0.80 0.89 0.84 300 ground_pecking 0.32 0.43 0.37 118 head_shaking 0.25 0.09 0.13 11 idle 0.52 0.55 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.65 0.52 0.57 137 scratching 0.18 0.18 0.18 22 shaking_out 0.44 0.29 0.35 38 stretching 0.48 0.53 0.50 104 walking 0.80 0.70 0.75 199 wing_flapping 0.79 0.42 0.54 53
accuracy 0.64 1633
macro avg 0.46 0.41 0.42 1633
weighted avg 0.64 0.64 0.63 1633 | | 0.1627 | 39.01 | 24520 | 2.5077 | 0.6301 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.78 0.79 0.79 300
dust_bathing 0.12 0.08 0.10 13 eating 0.86 0.87 0.87 300 ground_pecking 0.36 0.35 0.35 118 head_shaking 0.00 0.00 0.00 11 idle 0.48 0.59 0.53 300 object_pecking 0.25 0.08 0.12 25 preening 0.57 0.52 0.54 137 scratching 0.19 0.32 0.24 22 shaking_out 0.47 0.21 0.29 38 stretching 0.59 0.40 0.48 104 walking 0.66 0.78 0.72 199 wing_flapping 0.83 0.45 0.59 53
accuracy 0.63 1633
macro avg 0.44 0.39 0.40 1633
weighted avg 0.63 0.63 0.62 1633 | | 0.1336 | 40.01 | 25133 | 2.6026 | 0.6448 | precision recall f1-score support
aggression 0.07 0.08 0.07 13
drinking 0.86 0.74 0.80 300
dust_bathing 0.33 0.08 0.12 13 eating 0.81 0.92 0.86 300 ground_pecking 0.47 0.20 0.28 118 head_shaking 0.22 0.18 0.20 11 idle 0.54 0.65 0.59 300 object_pecking 0.00 0.00 0.00 25 preening 0.50 0.61 0.55 137 scratching 0.00 0.00 0.00 22 shaking_out 0.39 0.18 0.25 38 stretching 0.46 0.56 0.50 104 walking 0.68 0.77 0.72 199 wing_flapping 0.81 0.57 0.67 53
accuracy 0.64 1633
macro avg 0.44 0.40 0.40 1633
weighted avg 0.63 0.64 0.63 1633 | | 0.1396 | 41.01 | 25746 | 2.5905 | 0.6448 | precision recall f1-score support
aggression 0.05 0.08 0.06 13
drinking 0.76 0.82 0.79 300
dust_bathing 0.33 0.15 0.21 13 eating 0.83 0.91 0.87 300 ground_pecking 0.42 0.33 0.37 118 head_shaking 0.20 0.09 0.12 11 idle 0.55 0.55 0.55 300 object_pecking 0.00 0.00 0.00 25 preening 0.62 0.53 0.57 137 scratching 0.18 0.18 0.18 22 shaking_out 0.39 0.24 0.30 38 stretching 0.50 0.55 0.52 104 walking 0.69 0.75 0.72 199 wing_flapping 0.63 0.60 0.62 53
accuracy 0.64 1633
macro avg 0.44 0.41 0.42 1633
weighted avg 0.63 0.64 0.63 1633 | | 0.1179 | 42.01 | 26359 | 2.7383 | 0.6363 | precision recall f1-score support
aggression 0.10 0.15 0.12 13
drinking 0.78 0.79 0.79 300
dust_bathing 0.20 0.15 0.17 13 eating 0.85 0.87 0.86 300 ground_pecking 0.38 0.28 0.32 118 head_shaking 0.00 0.00 0.00 11 idle 0.55 0.54 0.55 300 object_pecking 0.06 0.04 0.05 25 preening 0.50 0.53 0.51 137 scratching 0.36 0.23 0.28 22 shaking_out 0.40 0.16 0.23 38 stretching 0.50 0.62 0.55 104 walking 0.66 0.81 0.73 199 wing_flapping 0.75 0.57 0.65 53
accuracy 0.64 1633
macro avg 0.43 0.41 0.41 1633
weighted avg 0.62 0.64 0.63 1633 | | 0.1211 | 43.01 | 26972 | 2.7055 | 0.6393 | precision recall f1-score support
aggression 0.14 0.08 0.10 13
drinking 0.77 0.83 0.80 300
dust_bathing 0.27 0.23 0.25 13 eating 0.87 0.87 0.87 300 ground_pecking 0.32 0.34 0.33 118 head_shaking 0.13 0.18 0.15 11 idle 0.56 0.56 0.56 300 object_pecking 0.06 0.04 0.05 25 preening 0.64 0.50 0.56 137 scratching 0.20 0.18 0.19 22 shaking_out 0.23 0.34 0.28 38 stretching 0.50 0.55 0.52 104 walking 0.78 0.73 0.75 199 wing_flapping 0.66 0.62 0.64 53
accuracy 0.64 1633
macro avg 0.44 0.43 0.43 1633
weighted avg 0.64 0.64 0.64 1633 | | 0.1115 | 44.01 | 27585 | 2.7683 | 0.6387 | precision recall f1-score support
aggression 0.12 0.23 0.16 13
drinking 0.80 0.80 0.80 300
dust_bathing 0.23 0.23 0.23 13 eating 0.80 0.91 0.85 300 ground_pecking 0.43 0.34 0.38 118 head_shaking 0.00 0.00 0.00 11 idle 0.53 0.50 0.51 300 object_pecking 0.14 0.04 0.06 25 preening 0.58 0.58 0.58 137 scratching 0.23 0.14 0.17 22 shaking_out 0.24 0.26 0.25 38 stretching 0.52 0.52 0.52 104 walking 0.71 0.74 0.73 199 wing_flapping 0.60 0.75 0.67 53
accuracy 0.64 1633
macro avg 0.42 0.43 0.42 1633
weighted avg 0.62 0.64 0.63 1633 | | 0.1202 | 45.01 | 28198 | 2.7797 | 0.6375 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.82 0.78 0.80 300
dust_bathing 0.23 0.23 0.23 13 eating 0.79 0.89 0.84 300 ground_pecking 0.41 0.36 0.38 118 head_shaking 0.50 0.09 0.15 11 idle 0.52 0.60 0.55 300 object_pecking 0.12 0.04 0.06 25 preening 0.59 0.49 0.53 137 scratching 0.18 0.23 0.20 22 shaking_out 0.29 0.18 0.23 38 stretching 0.49 0.54 0.51 104 walking 0.71 0.75 0.73 199 wing_flapping 0.78 0.55 0.64 53
accuracy 0.64 1633
macro avg 0.46 0.41 0.42 1633
weighted avg 0.63 0.64 0.63 1633 | | 0.1206 | 46.01 | 28811 | 2.7631 | 0.6307 | precision recall f1-score support
aggression 0.04 0.08 0.06 13
drinking 0.78 0.81 0.79 300
dust_bathing 0.29 0.15 0.20 13 eating 0.81 0.89 0.85 300 ground_pecking 0.41 0.35 0.38 118 head_shaking 0.40 0.18 0.25 11 idle 0.49 0.58 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.49 0.63 0.55 137 scratching 0.06 0.05 0.05 22 shaking_out 0.32 0.21 0.25 38 stretching 0.68 0.33 0.44 104 walking 0.77 0.69 0.73 199 wing_flapping 0.70 0.66 0.68 53
accuracy 0.63 1633
macro avg 0.45 0.40 0.41 1633
weighted avg 0.63 0.63 0.62 1633 | | 0.1194 | 47.01 | 29424 | 2.7061 | 0.6454 | precision recall f1-score support
aggression 0.17 0.08 0.11 13
drinking 0.77 0.83 0.80 300
dust_bathing 0.23 0.23 0.23 13 eating 0.80 0.93 0.86 300 ground_pecking 0.47 0.22 0.30 118 head_shaking 0.33 0.09 0.14 11 idle 0.50 0.61 0.55 300 object_pecking 0.17 0.08 0.11 25 preening 0.58 0.47 0.52 137 scratching 0.26 0.23 0.24 22 shaking_out 0.35 0.18 0.24 38 stretching 0.48 0.54 0.51 104 walking 0.72 0.73 0.72 199 wing_flapping 0.82 0.58 0.68 53
accuracy 0.65 1633
macro avg 0.48 0.41 0.43 1633
weighted avg 0.63 0.65 0.63 1633 | | 0.1037 | 48.01 | 30037 | 2.8083 | 0.6338 | precision recall f1-score support
aggression 0.00 0.00 0.00 13
drinking 0.75 0.83 0.79 300
dust_bathing 0.20 0.15 0.17 13 eating 0.87 0.85 0.86 300 ground_pecking 0.43 0.30 0.35 118 head_shaking 0.00 0.00 0.00 11 idle 0.48 0.58 0.52 300 object_pecking 0.00 0.00 0.00 25 preening 0.52 0.53 0.53 137 scratching 0.17 0.05 0.07 22 shaking_out 0.42 0.26 0.32 38 stretching 0.55 0.43 0.48 104 walking 0.68 0.79 0.73 199 wing_flapping 0.71 0.64 0.67 53
accuracy 0.63 1633
macro avg 0.41 0.39 0.39 1633
weighted avg 0.61 0.63 0.62 1633 | | 0.1033 | 49.01 | 30650 | 2.7223 | 0.6442 | precision recall f1-score support
aggression 0.18 0.15 0.17 13
drinking 0.82 0.77 0.79 300
dust_bathing 0.25 0.15 0.19 13 eating 0.81 0.91 0.86 300 ground_pecking 0.37 0.31 0.34 118 head_shaking 0.00 0.00 0.00 11 idle 0.49 0.64 0.56 300 object_pecking 0.00 0.00 0.00 25 preening 0.52 0.57 0.54 137 scratching 0.22 0.09 0.13 22 shaking_out 0.45 0.24 0.31 38 stretching 0.58 0.46 0.51 104 walking 0.74 0.72 0.73 199 wing_flapping 0.76 0.66 0.71 53
accuracy 0.64 1633
macro avg 0.44 0.41 0.42 1633
weighted avg 0.63 0.64 0.63 1633 | | 0.0866 | 50.01 | 31263 | 2.8708 | 0.6350 | precision recall f1-score support
aggression 0.11 0.08 0.09 13
drinking 0.76 0.81 0.79 300
dust_bathing 0.18 0.23 0.20 13 eating 0.85 0.87 0.86 300 ground_pecking 0.38 0.40 0.39 118 head_shaking 0.29 0.18 0.22 11 idle 0.52 0.55 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.55 0.55 0.55 137 scratching 0.42 0.23 0.29 22 shaking_out 0.38 0.21 0.27 38 stretching 0.60 0.40 0.48 104 walking 0.62 0.79 0.70 199 wing_flapping 0.81 0.49 0.61 53
accuracy 0.64 1633
macro avg 0.46 0.41 0.43 1633
weighted avg 0.62 0.64 0.62 1633 | | 0.0757 | 51.01 | 31876 | 3.0583 | 0.6252 | precision recall f1-score support
aggression 0.07 0.15 0.09 13
drinking 0.83 0.73 0.78 300
dust_bathing 0.23 0.23 0.23 13 eating 0.78 0.89 0.83 300 ground_pecking 0.44 0.20 0.28 118 head_shaking 0.33 0.18 0.24 11 idle 0.51 0.55 0.53 300 object_pecking 0.25 0.04 0.07 25 preening 0.57 0.54 0.56 137 scratching 0.13 0.18 0.15 22 shaking_out 0.46 0.29 0.35 38 stretching 0.57 0.45 0.51 104 walking 0.60 0.81 0.69 199 wing_flapping 0.66 0.72 0.68 53
accuracy 0.63 1633
macro avg 0.46 0.43 0.43 1633
weighted avg 0.62 0.63 0.61 1633 | | 0.0785 | 52.01 | 32489 | 2.8615 | 0.6467 | precision recall f1-score support
aggression 0.08 0.08 0.08 13
drinking 0.75 0.83 0.79 300
dust_bathing 0.17 0.08 0.11 13 eating 0.85 0.88 0.87 300 ground_pecking 0.46 0.29 0.35 118 head_shaking 0.00 0.00 0.00 11 idle 0.49 0.61 0.54 300 object_pecking 0.00 0.00 0.00 25 preening 0.58 0.47 0.52 137 scratching 0.19 0.14 0.16 22 shaking_out 0.35 0.34 0.35 38 stretching 0.58 0.50 0.54 104 walking 0.71 0.77 0.74 199 wing_flapping 0.75 0.72 0.73 53
accuracy 0.65 1633
macro avg 0.43 0.41 0.41 1633
weighted avg 0.63 0.65 0.63 1633 | | 0.0641 | 53.01 | 33102 | 2.9757 | 0.6399 | precision recall f1-score support
aggression 0.33 0.15 0.21 13
drinking 0.79 0.79 0.79 300
dust_bathing 0.20 0.15 0.17 13 eating 0.83 0.83 0.83 300 ground_pecking 0.45 0.31 0.36 118 head_shaking 0.67 0.18 0.29 11 idle 0.47 0.64 0.54 300 object_pecking 0.00 0.00 0.00 25 preening 0.58 0.52 0.55 137 scratching 0.23 0.14 0.17 22 shaking_out 0.38 0.24 0.29 38 stretching 0.58 0.50 0.54 104 walking 0.69 0.78 0.73 199 wing_flapping 0.71 0.68 0.69 53
accuracy 0.64 1633
macro avg 0.49 0.42 0.44 1633
weighted avg 0.63 0.64 0.63 1633 | | 0.0657 | 54.01 | 33715 | 2.8737 | 0.6467 | precision recall f1-score support
aggression 0.17 0.15 0.16 13
drinking 0.83 0.77 0.80 300
dust_bathing 0.33 0.15 0.21 13 eating 0.83 0.93 0.88 300 ground_pecking 0.48 0.23 0.31 118 head_shaking 0.09 0.09 0.09 11 idle 0.50 0.59 0.54 300 object_pecking 0.20 0.04 0.07 25 preening 0.53 0.58 0.55 137 scratching 0.15 0.09 0.11 22 shaking_out 0.33 0.34 0.33 38 stretching 0.53 0.56 0.54 104 walking 0.69 0.76 0.72 199 wing_flapping 0.72 0.62 0.67 53
accuracy 0.65 1633
macro avg 0.46 0.42 0.43 1633
weighted avg 0.63 0.65 0.63 1633 | | 0.0658 | 55.01 | 34328 | 2.9742 | 0.6320 | precision recall f1-score support
aggression 0.17 0.08 0.11 13
drinking 0.76 0.76 0.76 300
dust_bathing 0.25 0.15 0.19 13 eating 0.84 0.84 0.84 300 ground_pecking 0.38 0.36 0.37 118 head_shaking 0.12 0.18 0.14 11 idle 0.48 0.63 0.54 300 object_pecking 0.11 0.04 0.06 25 preening 0.62 0.50 0.55 137 scratching 0.17 0.18 0.18 22 shaking_out 0.43 0.26 0.33 38 stretching 0.57 0.50 0.53 104 walking 0.75 0.72 0.73 199 wing_flapping 0.73 0.68 0.71 53
accuracy 0.63 1633
macro avg 0.46 0.42 0.43 1633
weighted avg 0.63 0.63 0.63 1633 | | 0.0515 | 56.01 | 34941 | 2.9887 | 0.6369 | precision recall f1-score support
aggression 0.20 0.08 0.11 13
drinking 0.76 0.83 0.79 300
dust_bathing 0.20 0.15 0.17 13 eating 0.86 0.86 0.86 300 ground_pecking 0.41 0.31 0.35 118 head_shaking 0.14 0.09 0.11 11 idle 0.50 0.56 0.53 300 object_pecking 0.20 0.04 0.07 25 preening 0.48 0.61 0.54 137 scratching 0.12 0.09 0.11 22 shaking_out 0.31 0.29 0.30 38 stretching 0.60 0.42 0.50 104 walking 0.71 0.75 0.73 199 wing_flapping 0.77 0.64 0.70 53
accuracy 0.64 1633
macro avg 0.45 0.41 0.42 1633
weighted avg 0.62 0.64 0.63 1633 | | 0.0648 | 57.01 | 35554 | 2.9345 | 0.6467 | precision recall f1-score support
aggression 0.12 0.15 0.14 13
drinking 0.75 0.85 0.79 300
dust_bathing 0.40 0.15 0.22 13 eating 0.85 0.92 0.88 300 ground_pecking 0.37 0.44 0.40 118 head_shaking 0.33 0.09 0.14 11 idle 0.54 0.49 0.51 300 object_pecking 0.09 0.04 0.06 25 preening 0.54 0.62 0.58 137 scratching 0.27 0.14 0.18 22 shaking_out 0.26 0.18 0.22 38 stretching 0.52 0.49 0.50 104 walking 0.79 0.70 0.74 199 wing_flapping 0.74 0.70 0.72 53
accuracy 0.65 1633
macro avg 0.47 0.43 0.43 1633
weighted avg 0.63 0.65 0.64 1633 | | 0.0715 | 58.01 | 36167 | 3.0126 | 0.6399 | precision recall f1-score support
aggression 0.17 0.15 0.16 13
drinking 0.82 0.79 0.81 300
dust_bathing 0.33 0.08 0.12 13 eating 0.82 0.89 0.86 300 ground_pecking 0.39 0.37 0.38 118 head_shaking 0.00 0.00 0.00 11 idle 0.51 0.55 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.64 0.51 0.57 137 scratching 0.00 0.00 0.00 22 shaking_out 0.32 0.21 0.25 38 stretching 0.41 0.70 0.51 104 walking 0.72 0.73 0.72 199 wing_flapping 0.86 0.60 0.71 53
accuracy 0.64 1633
macro avg 0.43 0.40 0.40 1633
weighted avg 0.63 0.64 0.63 1633 | | 0.0515 | 59.01 | 36780 | 2.9802 | 0.6461 | precision recall f1-score support
aggression 0.18 0.15 0.17 13
drinking 0.80 0.82 0.81 300
dust_bathing 0.25 0.23 0.24 13 eating 0.84 0.86 0.85 300 ground_pecking 0.38 0.39 0.39 118 head_shaking 0.23 0.27 0.25 11 idle 0.52 0.48 0.50 300 object_pecking 0.17 0.04 0.06 25 preening 0.63 0.56 0.59 137 scratching 0.25 0.14 0.18 22 shaking_out 0.36 0.34 0.35 38 stretching 0.48 0.62 0.54 104 walking 0.70 0.79 0.74 199 wing_flapping 0.76 0.66 0.71 53
accuracy 0.65 1633
macro avg 0.47 0.45 0.46 1633
weighted avg 0.64 0.65 0.64 1633 | | 0.0511 | 60.01 | 37393 | 2.9458 | 0.6473 | precision recall f1-score support
aggression 0.12 0.15 0.14 13
drinking 0.76 0.86 0.81 300
dust_bathing 0.29 0.15 0.20 13 eating 0.82 0.90 0.86 300 ground_pecking 0.39 0.38 0.39 118 head_shaking 1.00 0.09 0.17 11 idle 0.52 0.55 0.53 300 object_pecking 0.06 0.04 0.05 25 preening 0.61 0.59 0.60 137 scratching 0.25 0.14 0.18 22 shaking_out 0.30 0.32 0.31 38 stretching 0.62 0.36 0.45 104 walking 0.73 0.74 0.73 199 wing_flapping 0.73 0.60 0.66 53
accuracy 0.65 1633
macro avg 0.51 0.42 0.43 1633
weighted avg 0.64 0.65 0.64 1633 | | 0.0397 | 61.01 | 38006 | 3.0085 | 0.6479 | precision recall f1-score support
aggression 0.18 0.15 0.17 13
drinking 0.84 0.79 0.82 300
dust_bathing 0.25 0.15 0.19 13 eating 0.84 0.87 0.85 300 ground_pecking 0.45 0.37 0.41 118 head_shaking 0.67 0.18 0.29 11 idle 0.48 0.59 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.59 0.60 0.59 137 scratching 0.22 0.09 0.13 22 shaking_out 0.28 0.34 0.31 38 stretching 0.54 0.51 0.52 104 walking 0.70 0.77 0.73 199 wing_flapping 0.81 0.57 0.67 53
accuracy 0.65 1633
macro avg 0.49 0.43 0.44 1633
weighted avg 0.64 0.65 0.64 1633 | | 0.041 | 62.01 | 38619 | 3.0231 | 0.6418 | precision recall f1-score support
aggression 0.10 0.15 0.12 13
drinking 0.85 0.76 0.80 300
dust_bathing 0.36 0.38 0.37 13 eating 0.82 0.93 0.87 300 ground_pecking 0.34 0.49 0.40 118 head_shaking 0.00 0.00 0.00 11 idle 0.52 0.52 0.52 300 object_pecking 0.00 0.00 0.00 25 preening 0.70 0.46 0.56 137 scratching 0.20 0.27 0.23 22 shaking_out 0.48 0.29 0.36 38 stretching 0.49 0.56 0.52 104 walking 0.70 0.76 0.73 199 wing_flapping 0.82 0.60 0.70 53
accuracy 0.64 1633
macro avg 0.46 0.44 0.44 1633
weighted avg 0.65 0.64 0.64 1633 | | 0.0345 | 63.01 | 39232 | 2.9432 | 0.6577 | precision recall f1-score support
aggression 0.08 0.08 0.08 13
drinking 0.83 0.83 0.83 300
dust_bathing 0.29 0.15 0.20 13 eating 0.80 0.93 0.86 300 ground_pecking 0.43 0.35 0.38 118 head_shaking 0.27 0.27 0.27 11 idle 0.54 0.57 0.56 300 object_pecking 0.00 0.00 0.00 25 preening 0.67 0.53 0.59 137 scratching 0.24 0.18 0.21 22 shaking_out 0.32 0.32 0.32 38 stretching 0.51 0.62 0.56 104 walking 0.74 0.74 0.74 199 wing_flapping 0.74 0.55 0.63 53
accuracy 0.66 1633
macro avg 0.46 0.44 0.44 1633
weighted avg 0.65 0.66 0.65 1633 | | 0.0404 | 64.01 | 39845 | 3.1090 | 0.6424 | precision recall f1-score support
aggression 0.09 0.15 0.11 13
drinking 0.85 0.77 0.81 300
dust_bathing 0.20 0.15 0.17 13 eating 0.83 0.92 0.87 300 ground_pecking 0.42 0.34 0.37 118 head_shaking 0.00 0.00 0.00 11 idle 0.48 0.59 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.66 0.49 0.56 137 scratching 0.23 0.23 0.23 22 shaking_out 0.33 0.24 0.28 38 stretching 0.46 0.61 0.53 104 walking 0.73 0.74 0.73 199 wing_flapping 0.78 0.58 0.67 53
accuracy 0.64 1633
macro avg 0.43 0.41 0.42 1633
weighted avg 0.64 0.64 0.64 1633 | | 0.0282 | 65.01 | 40458 | 3.2535 | 0.6344 | precision recall f1-score support
aggression 0.12 0.23 0.15 13
drinking 0.85 0.75 0.80 300
dust_bathing 0.22 0.15 0.18 13 eating 0.86 0.87 0.87 300 ground_pecking 0.32 0.45 0.38 118 head_shaking 0.00 0.00 0.00 11 idle 0.51 0.54 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.68 0.56 0.61 137 scratching 0.21 0.23 0.22 22 shaking_out 0.35 0.18 0.24 38 stretching 0.49 0.54 0.51 104 walking 0.66 0.77 0.71 199 wing_flapping 0.79 0.57 0.66 53
accuracy 0.63 1633
macro avg 0.43 0.42 0.42 1633
weighted avg 0.64 0.63 0.63 1633 | | 0.0397 | 66.01 | 41071 | 3.1823 | 0.6461 | precision recall f1-score support
aggression 0.22 0.15 0.18 13
drinking 0.80 0.81 0.80 300
dust_bathing 0.25 0.23 0.24 13 eating 0.81 0.92 0.86 300 ground_pecking 0.44 0.26 0.33 118 head_shaking 0.33 0.09 0.14 11 idle 0.51 0.62 0.56 300 object_pecking 0.20 0.04 0.07 25 preening 0.54 0.63 0.58 137 scratching 0.15 0.14 0.14 22 shaking_out 0.33 0.29 0.31 38 stretching 0.61 0.38 0.46 104 walking 0.71 0.72 0.71 199 wing_flapping 0.71 0.60 0.65 53
accuracy 0.65 1633
macro avg 0.47 0.42 0.43 1633
weighted avg 0.63 0.65 0.63 1633 | | 0.0325 | 67.01 | 41684 | 3.0736 | 0.6595 | precision recall f1-score support
aggression 0.20 0.15 0.17 13
drinking 0.79 0.83 0.81 300
dust_bathing 0.25 0.15 0.19 13 eating 0.80 0.93 0.86 300 ground_pecking 0.44 0.35 0.39 118 head_shaking 0.60 0.27 0.38 11 idle 0.54 0.58 0.56 300 object_pecking 0.00 0.00 0.00 25 preening 0.61 0.55 0.58 137 scratching 0.14 0.14 0.14 22 shaking_out 0.35 0.29 0.32 38 stretching 0.50 0.52 0.51 104 walking 0.74 0.75 0.75 199 wing_flapping 0.73 0.68 0.71 53
accuracy 0.66 1633
macro avg 0.48 0.44 0.45 1633
weighted avg 0.64 0.66 0.65 1633 | | 0.0231 | 68.01 | 42297 | 3.0202 | 0.6540 | precision recall f1-score support
aggression 0.14 0.08 0.10 13
drinking 0.82 0.84 0.83 300
dust_bathing 0.33 0.15 0.21 13 eating 0.83 0.92 0.87 300 ground_pecking 0.34 0.37 0.35 118 head_shaking 1.00 0.18 0.31 11 idle 0.53 0.57 0.55 300 object_pecking 0.00 0.00 0.00 25 preening 0.58 0.53 0.56 137 scratching 0.19 0.14 0.16 22 shaking_out 0.35 0.32 0.33 38 stretching 0.49 0.52 0.50 104 walking 0.75 0.73 0.74 199 wing_flapping 0.73 0.62 0.67 53
accuracy 0.65 1633
macro avg 0.51 0.43 0.44 1633
weighted avg 0.64 0.65 0.64 1633 | | 0.0213 | 69.01 | 42910 | 3.1414 | 0.6301 | precision recall f1-score support
aggression 0.08 0.15 0.11 13
drinking 0.85 0.78 0.81 300
dust_bathing 0.29 0.15 0.20 13 eating 0.84 0.87 0.86 300 ground_pecking 0.34 0.34 0.34 118 head_shaking 0.67 0.18 0.29 11 idle 0.53 0.51 0.52 300 object_pecking 0.00 0.00 0.00 25 preening 0.59 0.56 0.57 137 scratching 0.14 0.18 0.16 22 shaking_out 0.28 0.29 0.28 38 stretching 0.44 0.52 0.48 104 walking 0.67 0.78 0.72 199 wing_flapping 0.69 0.68 0.69 53
accuracy 0.63 1633
macro avg 0.46 0.43 0.43 1633
weighted avg 0.63 0.63 0.63 1633 | | 0.0212 | 70.01 | 43523 | 3.0287 | 0.6614 | precision recall f1-score support
aggression 0.12 0.08 0.10 13
drinking 0.82 0.83 0.83 300
dust_bathing 0.23 0.23 0.23 13 eating 0.84 0.91 0.88 300 ground_pecking 0.39 0.37 0.38 118 head_shaking 0.33 0.09 0.14 11 idle 0.55 0.57 0.56 300 object_pecking 0.00 0.00 0.00 25 preening 0.64 0.57 0.60 137 scratching 0.15 0.23 0.18 22 shaking_out 0.36 0.32 0.34 38 stretching 0.61 0.44 0.51 104 walking 0.66 0.80 0.73 199 wing_flapping 0.73 0.68 0.71 53
accuracy 0.66 1633
macro avg 0.46 0.44 0.44 1633
weighted avg 0.65 0.66 0.65 1633 | | 0.0185 | 71.01 | 44136 | 3.0849 | 0.6479 | precision recall f1-score support
aggression 0.07 0.08 0.07 13
drinking 0.78 0.84 0.81 300
dust_bathing 0.27 0.23 0.25 13 eating 0.81 0.92 0.86 300 ground_pecking 0.35 0.35 0.35 118 head_shaking 0.40 0.18 0.25 11 idle 0.55 0.51 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.66 0.53 0.59 137 scratching 0.17 0.18 0.17 22 shaking_out 0.34 0.32 0.33 38 stretching 0.58 0.47 0.52 104 walking 0.64 0.81 0.71 199 wing_flapping 0.82 0.60 0.70 53
accuracy 0.65 1633
macro avg 0.46 0.43 0.44 1633
weighted avg 0.63 0.65 0.64 1633 | | 0.0103 | 72.01 | 44749 | 3.1273 | 0.6558 | precision recall f1-score support
aggression 0.15 0.15 0.15 13
drinking 0.84 0.81 0.82 300
dust_bathing 0.23 0.23 0.23 13 eating 0.84 0.89 0.86 300 ground_pecking 0.38 0.38 0.38 118 head_shaking 0.33 0.09 0.14 11 idle 0.53 0.58 0.56 300 object_pecking 0.00 0.00 0.00 25 preening 0.61 0.56 0.58 137 scratching 0.17 0.18 0.18 22 shaking_out 0.33 0.32 0.32 38 stretching 0.59 0.46 0.52 104 walking 0.68 0.81 0.74 199 wing_flapping 0.79 0.58 0.67 53
accuracy 0.66 1633
macro avg 0.46 0.43 0.44 1633
weighted avg 0.65 0.66 0.65 1633 | | 0.0126 | 73.01 | 45362 | 3.0358 | 0.6583 | precision recall f1-score support
aggression 0.17 0.15 0.16 13
drinking 0.80 0.82 0.81 300
dust_bathing 0.21 0.23 0.22 13 eating 0.87 0.90 0.88 300 ground_pecking 0.42 0.33 0.37 118 head_shaking 0.00 0.00 0.00 11 idle 0.52 0.58 0.55 300 object_pecking 0.00 0.00 0.00 25 preening 0.59 0.60 0.59 137 scratching 0.25 0.18 0.21 22 shaking_out 0.38 0.26 0.31 38 stretching 0.55 0.51 0.53 104 walking 0.66 0.80 0.72 199 wing_flapping 0.79 0.64 0.71 53
accuracy 0.66 1633
macro avg 0.44 0.43 0.43 1633
weighted avg 0.64 0.66 0.65 1633 | | 0.0074 | 74.01 | 45975 | 3.0555 | 0.6620 | precision recall f1-score support
aggression 0.15 0.15 0.15 13
drinking 0.80 0.85 0.82 300
dust_bathing 0.30 0.23 0.26 13 eating 0.85 0.91 0.88 300 ground_pecking 0.42 0.35 0.38 118 head_shaking 0.67 0.18 0.29 11 idle 0.52 0.57 0.55 300 object_pecking 0.50 0.04 0.07 25 preening 0.62 0.58 0.60 137 scratching 0.23 0.14 0.17 22 shaking_out 0.31 0.24 0.27 38 stretching 0.55 0.50 0.52 104 walking 0.68 0.79 0.73 199 wing_flapping 0.78 0.60 0.68 53
accuracy 0.66 1633
macro avg 0.53 0.44 0.46 1633
weighted avg 0.65 0.66 0.65 1633 | | 0.0121 | 75.01 | 46588 | 3.0401 | 0.6620 | precision recall f1-score support
aggression 0.08 0.08 0.08 13
drinking 0.80 0.84 0.82 300
dust_bathing 0.25 0.15 0.19 13 eating 0.85 0.91 0.88 300 ground_pecking 0.42 0.37 0.40 118 head_shaking 0.33 0.09 0.14 11 idle 0.53 0.56 0.54 300 object_pecking 0.00 0.00 0.00 25 preening 0.60 0.58 0.59 137 scratching 0.25 0.14 0.18 22 shaking_out 0.34 0.29 0.31 38 stretching 0.53 0.50 0.51 104 walking 0.70 0.80 0.75 199 wing_flapping 0.78 0.66 0.71 53
accuracy 0.66 1633
macro avg 0.46 0.43 0.44 1633
weighted avg 0.64 0.66 0.65 1633 | | 0.0109 | 76.01 | 47201 | 3.1112 | 0.6546 | precision recall f1-score support
aggression 0.08 0.08 0.08 13
drinking 0.79 0.84 0.81 300
dust_bathing 0.22 0.15 0.18 13 eating 0.84 0.91 0.87 300 ground_pecking 0.40 0.36 0.38 118 head_shaking 1.00 0.09 0.17 11 idle 0.52 0.54 0.53 300 object_pecking 0.00 0.00 0.00 25 preening 0.66 0.56 0.61 137 scratching 0.18 0.14 0.15 22 shaking_out 0.28 0.24 0.26 38 stretching 0.53 0.51 0.52 104 walking 0.67 0.81 0.74 199 wing_flapping 0.80 0.60 0.69 53
accuracy 0.65 1633
macro avg 0.50 0.42 0.43 1633
weighted avg 0.64 0.65 0.64 1633 | | 0.0087 | 77.01 | 47814 | 3.1082 | 0.6589 | precision recall f1-score support
aggression 0.08 0.08 0.08 13
drinking 0.79 0.84 0.81 300
dust_bathing 0.20 0.15 0.17 13 eating 0.85 0.90 0.88 300 ground_pecking 0.41 0.36 0.39 118 head_shaking 1.00 0.18 0.31 11 idle 0.53 0.55 0.54 300 object_pecking 0.00 0.00 0.00 25 preening 0.65 0.59 0.62 137 scratching 0.21 0.18 0.20 22 shaking_out 0.30 0.26 0.28 38 stretching 0.52 0.48 0.50 104 walking 0.68 0.82 0.74 199 wing_flapping 0.80 0.60 0.69 53
accuracy 0.66 1633
macro avg 0.50 0.43 0.44 1633
weighted avg 0.64 0.66 0.65 1633 | | 0.0129 | 78.01 | 48427 | 3.0901 | 0.6620 | precision recall f1-score support
aggression 0.08 0.08 0.08 13
drinking 0.81 0.83 0.82 300
dust_bathing 0.22 0.15 0.18 13 eating 0.85 0.91 0.88 300 ground_pecking 0.44 0.41 0.42 118 head_shaking 1.00 0.18 0.31 11 idle 0.53 0.56 0.54 300 object_pecking 0.00 0.00 0.00 25 preening 0.65 0.59 0.62 137 scratching 0.22 0.18 0.20 22 shaking_out 0.29 0.26 0.28 38 stretching 0.52 0.49 0.50 104 walking 0.69 0.80 0.74 199 wing_flapping 0.80 0.62 0.70 53
accuracy 0.66 1633
macro avg 0.51 0.43 0.45 1633
weighted avg 0.65 0.66 0.65 1633 | | 0.0175 | 79.01 | 48960 | 3.0899 | 0.6620 | precision recall f1-score support
aggression 0.08 0.08 0.08 13
drinking 0.81 0.83 0.82 300
dust_bathing 0.20 0.15 0.17 13 eating 0.84 0.91 0.88 300 ground_pecking 0.44 0.40 0.42 118 head_shaking 1.00 0.18 0.31 11 idle 0.53 0.56 0.55 300 object_pecking 0.00 0.00 0.00 25 preening 0.65 0.58 0.61 137 scratching 0.22 0.18 0.20 22 shaking_out 0.30 0.26 0.28 38 stretching 0.52 0.49 0.50 104 walking 0.69 0.80 0.74 199 wing_flapping 0.77 0.62 0.69 53
accuracy 0.66 1633
macro avg 0.50 0.43 0.45 1633
weighted avg 0.65 0.66 0.65 1633 |
Framework versions
- Transformers 4.39.1
- Pytorch 2.1.0
- Datasets 2.18.0
- Tokenizers 0.15.2
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