├── .gitignore ├── .pre-commit-config.yaml ├── LICENSE ├── MANIFEST.in ├── README.md ├── docs ├── CNAME ├── README.md ├── SECURITY.md ├── assets │ └── favicon.ico ├── build_reference.py ├── help │ ├── CI.md │ ├── CLA.md │ ├── FAQ.md │ ├── code_of_conduct.md │ ├── contributing.md │ ├── index.md │ └── minimum_reproducible_example.md ├── hub │ ├── app │ │ ├── android.md │ │ ├── index.md │ │ └── ios.md │ ├── datasets.md │ ├── index.md │ ├── inference_api.md │ ├── integrations.md │ ├── models.md │ ├── projects.md │ └── quickstart.md ├── index.md ├── models │ ├── fast-sam.md │ ├── index.md │ ├── rtdetr.md │ ├── sam.md │ ├── yolo-nas.md │ ├── yolov3.md │ ├── yolov4.md │ ├── yolov5.md │ ├── yolov6.md │ ├── yolov7.md │ └── yolov8.md ├── modes │ ├── benchmark.md │ ├── export.md │ ├── index.md │ ├── predict.md │ ├── track.md │ ├── train.md │ └── val.md ├── overrides │ └── partials │ │ ├── comments.html │ │ └── source-file.html ├── quickstart.md ├── reference │ ├── hub │ │ ├── __init__.md │ │ ├── auth.md │ │ ├── session.md │ │ └── utils.md │ ├── nn │ │ ├── autobackend.md │ │ ├── autoshape.md │ │ ├── modules │ │ │ ├── block.md │ │ │ ├── conv.md │ │ │ ├── head.md │ │ │ ├── transformer.md │ │ │ └── utils.md │ │ └── tasks.md │ ├── tracker │ │ ├── track.md │ │ ├── trackers │ │ │ ├── basetrack.md │ │ │ ├── bot_sort.md │ │ │ └── byte_tracker.md │ │ └── utils │ │ │ ├── gmc.md │ │ │ ├── kalman_filter.md │ │ │ └── matching.md │ ├── vit │ │ ├── rtdetr │ │ │ ├── model.md │ │ │ ├── predict.md │ │ │ ├── train.md │ │ │ └── val.md │ │ ├── sam │ │ │ ├── amg.md │ │ │ ├── autosize.md │ │ │ ├── build.md │ │ │ ├── model.md │ │ │ ├── modules │ │ │ │ ├── decoders.md │ │ │ │ ├── encoders.md │ │ │ │ ├── mask_generator.md │ │ │ │ ├── prompt_predictor.md │ │ │ │ ├── sam.md │ │ │ │ └── transformer.md │ │ │ └── predict.md │ │ └── utils │ │ │ ├── loss.md │ │ │ └── ops.md │ └── yolo │ │ ├── cfg │ │ └── __init__.md │ │ ├── data │ │ ├── annotator.md │ │ ├── augment.md │ │ ├── base.md │ │ ├── build.md │ │ ├── converter.md │ │ ├── dataloaders │ │ │ ├── stream_loaders.md │ │ │ ├── v5augmentations.md │ │ │ └── v5loader.md │ │ ├── dataset.md │ │ ├── dataset_wrappers.md │ │ └── utils.md │ │ ├── engine │ │ ├── exporter.md │ │ ├── model.md │ │ ├── predictor.md │ │ ├── results.md │ │ ├── trainer.md │ │ └── validator.md │ │ ├── nas │ │ ├── model.md │ │ ├── predict.md │ │ └── val.md │ │ ├── utils │ │ ├── __init__.md │ │ ├── autobatch.md │ │ ├── benchmarks.md │ │ ├── callbacks │ │ │ ├── base.md │ │ │ ├── clearml.md │ │ │ ├── comet.md │ │ │ ├── dvc.md │ │ │ ├── hub.md │ │ │ ├── mlflow.md │ │ │ ├── neptune.md │ │ │ ├── raytune.md │ │ │ ├── tensorboard.md │ │ │ └── wb.md │ │ ├── checks.md │ │ ├── dist.md │ │ ├── downloads.md │ │ ├── errors.md │ │ ├── files.md │ │ ├── instance.md │ │ ├── loss.md │ │ ├── metrics.md │ │ ├── ops.md │ │ ├── patches.md │ │ ├── plotting.md │ │ ├── tal.md │ │ └── torch_utils.md │ │ └── v8 │ │ ├── classify │ │ ├── predict.md │ │ ├── train.md │ │ └── val.md │ │ ├── detect │ │ ├── predict.md │ │ ├── train.md │ │ └── val.md │ │ ├── pose │ │ ├── predict.md │ │ ├── train.md │ │ └── val.md │ │ └── segment │ │ ├── predict.md │ │ ├── train.md │ │ └── val.md ├── robots.txt ├── stylesheets │ └── style.css ├── tasks │ ├── classify.md │ ├── detect.md │ ├── index.md │ ├── pose.md │ └── segment.md ├── usage │ ├── callbacks.md │ ├── cfg.md │ ├── cli.md │ ├── engine.md │ ├── hyperparameter_tuning.md │ └── python.md └── yolov5 │ ├── environments │ ├── aws_quickstart_tutorial.md │ ├── docker_image_quickstart_tutorial.md │ └── google_cloud_quickstart_tutorial.md │ ├── index.md │ ├── quickstart_tutorial.md │ └── tutorials │ ├── architecture_description.md │ ├── clearml_logging_integration.md │ ├── comet_logging_integration.md │ ├── hyperparameter_evolution.md │ ├── model_ensembling.md │ ├── model_export.md │ ├── model_pruning_and_sparsity.md │ ├── multi_gpu_training.md │ ├── neural_magic_pruning_quantization.md │ ├── pytorch_hub_model_loading.md │ ├── roboflow_datasets_integration.md │ ├── running_on_jetson_nano.md │ ├── test_time_augmentation.md │ ├── tips_for_best_training_results.md │ ├── train_custom_data.md │ └── transfer_learning_with_frozen_layers.md ├── examples ├── README.md ├── YOLOv8-CPP-Inference │ ├── CMakeLists.txt │ ├── README.md │ ├── inference.cpp │ ├── inference.h │ └── main.cpp ├── YOLOv8-ONNXRuntime-CPP │ ├── README.md │ ├── inference.cpp │ ├── inference.h │ └── main.cpp ├── YOLOv8-ONNXRuntime │ ├── README.md │ └── main.py ├── YOLOv8-OpenCV-ONNX-Python │ ├── README.md │ └── main.py ├── hub.ipynb └── tutorial.ipynb ├── imgs ├── DECA-DEPA.png ├── bi-focus.png ├── comparison.png ├── map.png └── network.png ├── requirements.txt ├── setup.cfg ├── setup.py └── ultralytics ├── __init__.py ├── assets ├── ir_1.png ├── ir_2.png ├── vi_1.png └── vi_2.png ├── hub ├── __init__.py ├── auth.py ├── session.py └── utils.py ├── models ├── README.md ├── v3 │ ├── yolov3-spp.yaml │ ├── yolov3-tiny.yaml │ └── yolov3.yaml ├── v5 │ ├── yolov5-p6.yaml │ └── yolov5.yaml ├── v6 │ └── yolov6.yaml └── v8 │ ├── DEYOLO.yaml │ ├── DEYOLOl.yaml │ ├── DEYOLOm.yaml │ ├── DEYOLOn.yaml │ ├── DEYOLOs.yaml │ ├── DEYOLOx.yaml │ ├── yolov8-p2.yaml │ ├── yolov8-p6.yaml │ └── yolov8.yaml ├── nn ├── __init__.py ├── autobackend.py ├── autoshape.py ├── modules │ ├── BiFocus.py │ ├── DEA.py │ ├── __init__.py │ ├── block.py │ ├── conv.py │ ├── head.py │ ├── transformer.py │ └── utils.py └── tasks.py └── yolo ├── __init__.py ├── cfg ├── LLVIP.yaml ├── M3FD.yaml ├── __init__.py └── default.yaml ├── data ├── __init__.py ├── annotator.py ├── augment.py ├── base.py ├── build.py ├── converter.py ├── dataloaders │ ├── __init__.py │ ├── stream_loaders.py │ ├── v5augmentations.py │ └── v5loader.py ├── dataset.py ├── dataset_wrappers.py ├── scripts │ ├── download_weights.sh │ ├── get_coco.sh │ ├── get_coco128.sh │ └── get_imagenet.sh └── utils.py ├── engine ├── __init__.py ├── exporter.py ├── model.py ├── predictor.py ├── results.py ├── trainer.py └── validator.py ├── utils ├── __init__.py ├── autobatch.py ├── benchmarks.py ├── callbacks │ ├── __init__.py │ ├── base.py │ ├── clearml.py │ ├── comet.py │ ├── dvc.py │ ├── hub.py │ ├── mlflow.py │ ├── neptune.py │ ├── raytune.py │ ├── tensorboard.py │ └── wb.py ├── checks.py ├── dist.py ├── downloads.py ├── errors.py ├── files.py ├── instance.py ├── loss.py ├── metrics.py ├── ops.py ├── patches.py ├── plotting.py ├── tal.py ├── torch_utils.py └── tuner.py └── v8 ├── __init__.py └── detect ├── __init__.py ├── predict.py ├── train.py └── val.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/chips96/DEYOLO/HEAD/.gitignore -------------------------------------------------------------------------------- /.pre-commit-config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/chips96/DEYOLO/HEAD/.pre-commit-config.yaml 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