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Sayak Paul 2eb9f09450 update model card README.md 2022-11-11 05:34:22 +00:00
Sayak Paul 2896545359 End of training 2022-11-11 05:30:57 +00:00
Sayak Paul a5b777cedf Training in progress, epoch 1 2022-11-11 05:25:37 +00:00
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Sayak Paul fb345bdb8b End of training 2022-11-11 04:59:40 +00:00
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Sayak Paul f461a94b9c End of training 2022-11-11 03:38:42 +00:00
Sayak Paul e3a11a3afa Training in progress, epoch 1 2022-11-11 03:28:47 +00:00
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---
license: apache-2.0
tags:
- vision
- depth-estimation
- generated_from_trainer
model-index:
- name: glpn-kitti-finetuned-diode
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# glpn-kitti-finetuned-diode
This model is a fine-tuned version of [vinvino02/glpn-kitti](https://huggingface.co/vinvino02/glpn-kitti) on the diode-subset dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5845
- Rmse: 0.6175
## 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: 1e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 10
### Training results
| Training Loss | Epoch | Step | Validation Loss | Rmse |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| No log | 1.0 | 10 | 0.8001 | 0.8455 |
| 0.8187 | 2.0 | 20 | 0.7558 | 0.7907 |
| 0.8187 | 3.0 | 30 | 0.7391 | 0.7379 |
| 0.7618 | 4.0 | 40 | 0.6937 | 0.6895 |
| 0.7618 | 5.0 | 50 | 0.6954 | nan |
| 0.6917 | 6.0 | 60 | 0.6834 | nan |
| 0.6917 | 7.0 | 70 | 0.6719 | nan |
| 0.6625 | 8.0 | 80 | 0.6634 | nan |
| 0.6625 | 9.0 | 90 | 0.6592 | nan |
| 0.6553 | 10.0 | 100 | 0.6579 | nan |
### Framework versions
- Transformers 4.24.0
- Pytorch 1.12.1+cu113
- Tokenizers 0.13.2

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{
"_name_or_path": "vinvino02/glpn-kitti",
"architectures": [
"GLPNForDepthEstimation"
],
"attention_probs_dropout_prob": 0.0,
"classifier_dropout_prob": 0.1,
"decoder_hidden_size": 64,
"depths": [
3,
8,
27,
3
],
"downsampling_rates": [
1,
4,
8,
16
],
"drop_path_rate": 0.1,
"head_in_index": -1,
"hidden_act": "gelu",
"hidden_dropout_prob": 0.0,
"hidden_sizes": [
64,
128,
320,
512
],
"image_size": 224,
"initializer_range": 0.02,
"layer_norm_eps": 1e-06,
"max_depth": 10,
"mlp_ratios": [
4,
4,
4,
4
],
"model_type": "glpn",
"num_attention_heads": [
1,
2,
5,
8
],
"num_channels": 3,
"num_encoder_blocks": 4,
"patch_sizes": [
7,
3,
3,
3
],
"sr_ratios": [
8,
4,
2,
1
],
"strides": [
4,
2,
2,
2
],
"torch_dtype": "float32",
"transformers_version": "4.24.0"
}

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{
"do_rescale": true,
"do_resize": true,
"feature_extractor_type": "GLPNImageProcessor",
"resample": 2,
"size_divisor": 32
}

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