diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -9,106 +9,60 @@ datasets: model-index: - name: segformer-b0-scene-parse-150 results: [] +metrics: +- mean_iou +pipeline_tag: image-segmentation --- -# segformer-b0-scene-parse-150 - -This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the scene_parse_150 dataset. -It achieves the following results on the evaluation set: -- Loss: 1.8435 -- Mean Iou: 0.0881 -- Mean Accuracy: 0.1619 -- Overall Accuracy: 0.6663 -- Per Category Iou: [0.5161948407607968, 0.8199528113260999, 0.7211785436420672, 0.3042365299579215, 0.4148639536367116, 0.5138125882906922, 0.4464083862633222, 0.0, 0.0, nan, 0.0, 0.0369550978822502, 0.0, 0.0, 0.0, 0.0, 0.06597233335680495, 0.0, 0.0, 0.0, 0.1547995967799185, 0.0, 0.0, 0.0, 0.23294000124867328, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0] -- Per Category Accuracy: [0.7289442631413979, 0.9737000629109555, 0.9704096046885718, 0.9955874936964195, 0.4524386850578368, 0.938907213537932, 0.5254569742024731, nan, nan, nan, nan, 0.07688347868217055, 0.0, nan, 0.0, nan, 0.06982006395317326, 0.0, nan, 0.0, 0.17407200447034404, nan, 0.0, nan, 0.40954994511525794, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0] - -## 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: 6e-05 -- train_batch_size: 2 -- eval_batch_size: 2 -- seed: 42 -- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 -- lr_scheduler_type: linear -- num_epochs: 50 - -### Training results - -| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy | 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-| 4.7959 | 1.0 | 20 | 4.8588 | 0.0115 | 0.0489 | 0.3097 | [0.20083063804763304, 0.5973327902189011, 0.2397940814325185, 0.09686899272082714, 0.0, 0.005743913366469331, 0.0013909938339527062, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.033970403211311485, 0.0, nan, 0.0, 0.10884345482359226, 0.0, 0.0, 0.0, 0.0016786807544188801, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.00035072802635774256, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0] | [0.2518668067924111, 0.691022193722021, 0.28813587680069985, 0.3804701070207878, 0.0, 0.10755772264448588, 0.0014150096621928425, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.03457129694867487, 0.0, nan, 0.0, 0.14313083739123494, nan, 0.0, nan, 0.0037321624588364435, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.005177282711013492, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0] | -| 4.6009 | 2.0 | 40 | 4.3633 | 0.0371 | 0.1219 | 0.5432 | [0.45250724846003093, 0.7282372081080148, 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0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0] | -| 1.4825 | 50.0 | 1000 | 1.8435 | 0.0881 | 0.1619 | 0.6663 | [0.5161948407607968, 0.8199528113260999, 0.7211785436420672, 0.3042365299579215, 0.4148639536367116, 0.5138125882906922, 0.4464083862633222, 0.0, 0.0, nan, 0.0, 0.0369550978822502, 0.0, 0.0, 0.0, 0.0, 0.06597233335680495, 0.0, 0.0, 0.0, 0.1547995967799185, 0.0, 0.0, 0.0, 0.23294000124867328, 0.0, nan, nan, nan, 0.0, nan, nan, 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0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0] | - - -### Framework versions +# Segformer-b0-scene-parse-150 +This model is a fine-tuned version of the [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) model, specifically trained on the `scene_parse_150` dataset. The goal of this model is to perform semantic segmentation for various scene parsing tasks. + +### Evaluation Results: +The model achieved the following results on the evaluation dataset: + +- **Loss**: 1.8435 +- **Mean IoU**: 0.0881 +- **Mean Accuracy**: 0.1619 +- **Overall Accuracy**: 0.6663 + +**Per-Category IoU** and **Per-Category Accuracy** values are available but sparse, indicating performance variability across different categories. + +## Model Description + +Segformer-b0 is based on a modified version of the Vision Transformer (ViT) architecture, adapted for efficient segmentation tasks. It incorporates hierarchical features to generate high-quality segmentation maps. + +More detailed model descriptions, including architectural adjustments or preprocessing requirements, are needed. + +## Intended Uses & Limitations + +- **Use Cases**: Suitable for scene parsing and segmentation tasks in environments with diverse visual categories. +- **Limitations**: Performance varies significantly between categories, as seen from sparse accuracy and IoU metrics. The model may struggle with underrepresented classes or categories with fewer visual distinctions. +- Further details on intended domains and limitations are needed. + +## Training and Evaluation Data + +The model was trained on the `scene_parse_150` dataset, which consists of diverse visual scenes with 150 unique semantic categories. Further information on dataset specifics and any preprocessing steps is needed. + +## Training Procedure + +### Hyperparameters: +- **Learning Rate**: 6e-05 +- **Training Batch Size**: 2 +- **Evaluation Batch Size**: 2 +- **Seed**: 42 +- **Optimizer**: Adam (betas=(0.9, 0.999), epsilon=1e-08) +- **Learning Rate Scheduler**: Linear +- **Number of Epochs**: 50 + +### Training Results: +The model was trained over 50 epochs, but further details regarding its convergence behavior, training duration, and hardware environment could provide additional insights. + +## Framework Versions: - Transformers 4.44.2 -- Pytorch 2.4.0+cu121 +- PyTorch 2.4.0+cu121 - Datasets 2.21.0 -- Tokenizers 0.19.1 +- Tokenizers 0.19.1 \ No newline at end of file