TF-Keras
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@@ -17,17 +17,17 @@ license: apache-2.0
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  | Optimization | Model size (MB) | MSE | Inference time (s/frame) | Filename |
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  | --------------------------------- | ---------------------- | ---------------------- | ---------------------- | --------------------------------- |
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  | Original | - | 0.018 | 0.022 | 20230519-174414_pilotnet_CARLA_19_05_dataset_bird_eye_300_epochs_no_flip_3_output_both_directions_all_towns_adam_AFFINE_OPTIMIZATION_PAPER_UPDATED_SHAPE_cp.h5 |
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- | Baseline | 6.0925140380859375 | 0.010881431312199034 | 0.0016004319190979005 | 28_04_pilotnet_model.tflite |
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- | Dynamic Range Quantization | 1.5389328002929688 | 0.041451400199878044 | 0.0008851253986358643 | 28_04_pilotnet_dynamic_quant.tflite |
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- | Integer Quantization | 1.5389328002929688 | 0.01102226436099348 | 0.0008868560791015625 | 28_04_pilotnet_int_quant.tflite |
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- | Integer (float fallback) Quantization | 1.5389175415039062 | 0.011030688516599923 | 0.0008031470775604248 | 28_04_pilotnet_intflt_quant.tflite |
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- | Float16 Quantization | - | - | - | 28_04_pilotnet_float16_quant.tflite |
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- | Quantization Aware Training | 1.5446319580078125 | 0.0115418379596583 | 0.0008456888198852539 | 28_04_pilotnet_quant_aware.tflite |
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- | (random sparse) Weight pruning | 6.0925140380859375 | 0.011697137610230973 | 0.0016570956707000733 | 28_04_pilotnet_pruned.tflite |
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- | (random sparse) Weight pruning Quantization | 1.536590576171875 | 0.011635421636510991 | 0.0012711701393127441 | 28_04_pilotnet_pruned_quan.tflite |
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- | Cluster preserving Quantization Aware | 1.5446319580078125 | 0.010546523951115492 | 0.0008221814632415771 | 28_04_pilotnet_cqat_model.tflite |
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- | Pruning preserving Quantization Aware | 1.5446319580078125 | 0.010758002372154884 | 0.0008252830505371093 | 28_04_pilotnet_pqat_model.tflite |
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- | Sparsity and cluster preserving quantization aware training (PCQAT) | 1.5446319580078125 | 0.008262857163545972 | 0.0008286898136138916 | 28_04_pilotnet_pcqat_model.tflite |
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  TensorRT-Tensorflow:
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  | Optimization | Model size (MB) | MSE | Inference time (s/frame) | Filename |
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  | --------------------------------- | ---------------------- | ---------------------- | ---------------------- | --------------------------------- |
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  | Original | - | 0.018 | 0.022 | 20230519-174414_pilotnet_CARLA_19_05_dataset_bird_eye_300_epochs_no_flip_3_output_both_directions_all_towns_adam_AFFINE_OPTIMIZATION_PAPER_UPDATED_SHAPE_cp.h5 |
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+ | Baseline | 6.0925140380859375 | 0.010881431312199034 | 0.0016004319190979005 | pilotnet_model.tflite |
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+ | Dynamic Range Quantization | 1.5389328002929688 | 0.041451400199878044 | 0.0008851253986358643 | pilotnet_dynamic_quant.tflite |
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+ | Integer Quantization | 1.5389328002929688 | 0.01102226436099348 | 0.0008868560791015625 | pilotnet_int_quant.tflite |
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+ | Integer (float fallback) Quantization | 1.5389175415039062 | 0.011030688516599923 | 0.0008031470775604248 | pilotnet_intflt_quant.tflite |
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+ | Float16 Quantization | - | - | - | pilotnet_float16_quant.tflite |
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+ | Quantization Aware Training | 1.5446319580078125 | 0.0115418379596583 | 0.0008456888198852539 | pilotnet_quant_aware.tflite |
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+ | (random sparse) Weight pruning | 6.0925140380859375 | 0.011697137610230973 | 0.0016570956707000733 | pilotnet_pruned.tflite |
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+ | (random sparse) Weight pruning Quantization | 1.536590576171875 | 0.011635421636510991 | 0.0012711701393127441 | pilotnet_pruned_quan.tflite |
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+ | Cluster preserving Quantization Aware | 1.5446319580078125 | 0.010546523951115492 | 0.0008221814632415771 | pilotnet_cqat_model.tflite |
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+ | Pruning preserving Quantization Aware | 1.5446319580078125 | 0.010758002372154884 | 0.0008252830505371093 | pilotnet_pqat_model.tflite |
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+ | Sparsity and cluster preserving quantization aware training (PCQAT) | 1.5446319580078125 | 0.008262857163545972 | 0.0008286898136138916 | pilotnet_pcqat_model.tflite |
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  TensorRT-Tensorflow:
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