Przemyslaw Szczepaniak | e779001 | 2018-05-18 13:40:18 +0100 | [diff] [blame] | 1 | Copyright 2017 The Android Open Source Project |
| 2 | |
| 3 | Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | you may not use this file except in compliance with the License. |
| 5 | You may obtain a copy of the License at |
| 6 | |
| 7 | http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | |
| 9 | Unless required by applicable law or agreed to in writing, software |
| 10 | distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | See the License for the specific language governing permissions and |
| 13 | limitations under the License. |
| 14 | ------------------------------------------------------------------ |
| 15 | |
| 16 | This directory contains models data for the Android Neural Networks API benchmarks. |
| 17 | |
| 18 | Included models: |
| 19 | |
| 20 | ------------------------------------------------------------------ |
Przemyslaw Szczepaniak | c030a92 | 2018-10-05 12:10:44 +0100 | [diff] [blame] | 21 | - mobilenet_v1_(0.25_128|0.5_160|0.75_192|1.0_224).tflite |
Przemyslaw Szczepaniak | e779001 | 2018-05-18 13:40:18 +0100 | [diff] [blame] | 22 | MobileNet tensorflow lite model based on: |
| 23 | "MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications" |
| 24 | https://arxiv.org/abs/1704.04861 |
Przemyslaw Szczepaniak | 59a225d | 2018-06-04 16:00:25 +0100 | [diff] [blame] | 25 | Apache License, Version 2.0 |
Przemyslaw Szczepaniak | e779001 | 2018-05-18 13:40:18 +0100 | [diff] [blame] | 26 | |
Mika Raento | e8d03ee | 2018-08-01 13:26:44 +0100 | [diff] [blame] | 27 | Downloaded from |
Przemyslaw Szczepaniak | c030a92 | 2018-10-05 12:10:44 +0100 | [diff] [blame] | 28 | http://download.tensorflow.org/models/mobilenet_v1_2018_08_02/mobilenet_v1_${variant}.tgz |
| 29 | on Oct 5 2018 and converted using ToT toco. |
Mika Raento | e8d03ee | 2018-08-01 13:26:44 +0100 | [diff] [blame] | 30 | Golden output generated with ToT tensorflow (Linux, CPU). |
| 31 | |
Przemyslaw Szczepaniak | e779001 | 2018-05-18 13:40:18 +0100 | [diff] [blame] | 32 | ------------------------------------------------------------------ |
Przemyslaw Szczepaniak | c030a92 | 2018-10-05 12:10:44 +0100 | [diff] [blame] | 33 | - mobilenet_v1_(0.25_128|0.5_160|0.75_192|1.0_224)_quant.tflite |
Przemyslaw Szczepaniak | e779001 | 2018-05-18 13:40:18 +0100 | [diff] [blame] | 34 | 8bit quantized MobileNet tensorflow lite model based on: |
| 35 | "MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications" |
| 36 | https://arxiv.org/abs/1704.04861 |
Przemyslaw Szczepaniak | 59a225d | 2018-06-04 16:00:25 +0100 | [diff] [blame] | 37 | Apache License, Version 2.0 |
Przemyslaw Szczepaniak | e779001 | 2018-05-18 13:40:18 +0100 | [diff] [blame] | 38 | |
Mika Raento | e8d03ee | 2018-08-01 13:26:44 +0100 | [diff] [blame] | 39 | Downloaded from |
Przemyslaw Szczepaniak | c030a92 | 2018-10-05 12:10:44 +0100 | [diff] [blame] | 40 | http://download.tensorflow.org/models/mobilenet_v1_2018_08_02/mobilenet_v1_${variant}_quant.tgz |
| 41 | on Oct 5 2018. |
Mika Raento | e8d03ee | 2018-08-01 13:26:44 +0100 | [diff] [blame] | 42 | Golden output generated with ToT tflite (Linux, CPU). |
| 43 | |
Przemyslaw Szczepaniak | e779001 | 2018-05-18 13:40:18 +0100 | [diff] [blame] | 44 | ------------------------------------------------------------------ |
Przemyslaw Szczepaniak | a3dfd5f | 2018-10-16 17:16:41 +0100 | [diff] [blame] | 45 | - mobilenet_v2_(0.35_128|0.5_160|0.75_192|1.0_224).tflite |
| 46 | MobileNet v2 tensorflow lite model based on: |
| 47 | "MobileNetV2: Inverted Residuals and Linear Bottlenecks" |
| 48 | https://arxiv.org/abs/1801.04381 |
| 49 | Apache License, Version 2.0 |
| 50 | |
| 51 | Downloaded from |
| 52 | https://storage.googleapis.com/mobilenet_v2/checkpoints/mobilenet_v2_${variant}.tgz |
| 53 | on Oct 16 2018 and converted using ToT toco. |
| 54 | Golden output generated with ToT tensorflow (Linux, CPU). |
| 55 | |
| 56 | ------------------------------------------------------------------ |
Przemyslaw Szczepaniak | aa93b06 | 2018-10-30 14:10:59 +0000 | [diff] [blame] | 57 | - mobilenet_v2_1.0_224_quant.tflite |
| 58 | 8bit quantized MobileNet v2 tensorflow lite model based on: |
| 59 | "MobileNetV2: Inverted Residuals and Linear Bottlenecks" |
| 60 | https://arxiv.org/abs/1801.04381 |
| 61 | Apache License, Version 2.0 |
| 62 | |
| 63 | Downloaded from |
| 64 | http://download.tensorflow.org/models/tflite_11_05_08/mobilenet_v2_1.0_224_quant.tgz |
| 65 | on Oct 30 2018. |
| 66 | Golden output generated with ToT tflite (Linux, CPU). |
| 67 | |
| 68 | ------------------------------------------------------------------ |
Kyle Taylor | 13b0743 | 2018-10-01 12:26:00 +0100 | [diff] [blame] | 69 | - ssd_mobilenet_v1_coco_float.tflite |
| 70 | Float version of MobileNet SSD tensorflow model based on: |
| 71 | "Speed/accuracy trade-offs for modern convolutional object detectors." |
| 72 | https://arxiv.org/abs/1611.10012 |
| 73 | Apache License, Version 2.0 |
| 74 | |
| 75 | Generated from |
| 76 | http://download.tensorflow.org/models/object_detection/ssd_mobilenet_v1_coco_2018_01_28.tar.gz |
| 77 | on Sep 24 2018. |
| 78 | See also: https://github.com/tensorflow/models/tree/master/research/object_detection |
| 79 | Golden output generated with ToT tflite (Linux, x86_64 CPU). |
| 80 | |
| 81 | ------------------------------------------------------------------ |
Kyle Taylor | 67e8015 | 2018-09-13 13:40:08 +0100 | [diff] [blame] | 82 | - ssd_mobilenet_v1_coco_quantized.tflite |
| 83 | 8bit quantized MobileNet SSD tensorflow lite model based on: |
| 84 | "Speed/accuracy trade-offs for modern convolutional object detectors." |
| 85 | https://arxiv.org/abs/1611.10012 |
| 86 | Apache License, Version 2.0 |
| 87 | |
| 88 | Generated from |
| 89 | http://download.tensorflow.org/models/object_detection/ssd_mobilenet_v1_quantized_300x300_coco14_sync_2018_07_18.tar.gz |
| 90 | on Sep 19 2018. |
| 91 | See also: https://github.com/tensorflow/models/tree/master/research/object_detection |
| 92 | Golden output generated with ToT tflite (Linux, CPU). |
| 93 | |
| 94 | ------------------------------------------------------------------ |
Viet Dang | 249d1f5 | 2018-07-04 13:35:37 +0100 | [diff] [blame] | 95 | - tts_float.tflite |
| 96 | TTS tensorflow lite model based on: |
| 97 | "Fast, Compact, and High Quality LSTM-RNN Based Statistical Parametric Speech Synthesizers for |
| 98 | Mobile Devices" |
| 99 | https://ai.google/research/pubs/pub45379 |
| 100 | Apache License, Version 2.0 |
| 101 | |
| 102 | Note that the tensorflow lite model is the acoustic model in the paper. It is used because it is |
| 103 | much heavier than the duration model. |
Viet Dang | ba0bc96 | 2018-09-10 15:39:25 +0100 | [diff] [blame] | 104 | ------------------------------------------------------------------ |
| 105 | - asr_float.tflite |
| 106 | ASR tensorflow lite model based on the ASR acoustic model in: |
| 107 | "Personalized Speech recognition on mobile devices" |
| 108 | https://arxiv.org/abs/1603.03185 |
| 109 | Apache License, Version 2.0 |
Przemyslaw Szczepaniak | 59a225d | 2018-06-04 16:00:25 +0100 | [diff] [blame] | 110 | |
| 111 | ------------------------------------------------------------------ |
| 112 | Input files: |
| 113 | ------------------------------------------------------------------ |
Kyle Taylor | 13b0743 | 2018-10-01 12:26:00 +0100 | [diff] [blame] | 114 | - ssd_mobilenet_v1_coco_*/tarmac.input |
Kyle Taylor | 67e8015 | 2018-09-13 13:40:08 +0100 | [diff] [blame] | 115 | Photo of airport tarmac by krtaylor@google.com, Apache License, Version 2.0 |
Przemyslaw Szczepaniak | c030a92 | 2018-10-05 12:10:44 +0100 | [diff] [blame] | 116 | - cup_(128|160|192|224).input |
Przemyslaw Szczepaniak | 59a225d | 2018-06-04 16:00:25 +0100 | [diff] [blame] | 117 | Photo of cup by pszczepaniak@google.com, Apache License, Version 2.0 |
Przemyslaw Szczepaniak | c030a92 | 2018-10-05 12:10:44 +0100 | [diff] [blame] | 118 | - banana_(128|160|192|224).input |
| 119 | Photo of banana by pszczepaniak@google.com, Apache License, Version 2.0 |
Viet Dang | 3ec5df3 | 2018-09-07 16:25:18 +0100 | [diff] [blame] | 120 | - tts_float/arctic_*.input |
| 121 | Linguistic features and durations generated from text sentences from the CMU Arctic set |
| 122 | (http://www.festvox.org/cmu_arctic/cmuarctic.data), Apache License, Version 2.0 |
Viet Dang | 709f0ba | 2018-10-11 18:08:30 +0100 | [diff] [blame] | 123 | - asr_float/*.input |
| 124 | Acoustic features generated from audio files from the LibriSpeech dataset |
| 125 | (http://www.openslr.org/12/), Creative Commons Attribution 4.0 International License |
Przemyslaw Szczepaniak | 59a225d | 2018-06-04 16:00:25 +0100 | [diff] [blame] | 126 | ------------------------------------------------------------------ |
| 127 | |
Przemyslaw Szczepaniak | e779001 | 2018-05-18 13:40:18 +0100 | [diff] [blame] | 128 | TODO(pszczepaniak): Provide at least 5 inputs outputs for each model |
| 129 | |