Object Detection
Keras
LiteRT
person-detection
search-and-rescue
drone
aerial
tinyml
int8
esp32
centernet
Instructions to use inviolus/VoxHOD with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Keras
How to use inviolus/VoxHOD with Keras:
# !pip install -U keras tensorflow huggingface_hub # Keras needs TensorFlow installed to read "hf://" paths, so the tensorflow backend is selected here; # "jax" and "torch" also work for computation once TensorFlow is installed. import os os.environ["KERAS_BACKEND"] = "tensorflow" import keras model = keras.saving.load_model("hf://inviolus/VoxHOD") - Notebooks
- Google Colab
- Kaggle
File size: 7,526 Bytes
8d745a7 | 1 | <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 860 380" width="860" height="380" font-family="-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif"><rect x="0.5" y="0.5" width="859" height="379" rx="6" fill="#fcfcfb" stroke="#e1e0d9"/><text x="20" y="30" font-size="15" font-weight="600" fill="#0b0b0b">Experiments at matched operating points (int8 QAT files, 197 KB)</text><text x="20" y="49" font-size="12" fill="#7d7b75">Threshold chosen on validation to find 86.8% of people there, like v3 at 0.2; scored on HERIDAL test and WiSARD.</text><rect x="20" y="62" width="12" height="12" rx="3" fill="#2a78d6"/><text x="38" y="72" font-size="12" fill="#52514e">v3</text><rect x="67.2" y="62" width="12" height="12" rx="3" fill="#eb6834"/><text x="85.2" y="72" font-size="12" fill="#52514e">HN, +1 h</text><rect x="154.0" y="62" width="12" height="12" rx="3" fill="#a8a69f"/><text x="172.0" y="72" font-size="12" fill="#52514e">control, +1 h</text><rect x="273.8" y="62" width="12" height="12" rx="3" fill="#eda100"/><text x="291.8" y="72" font-size="12" fill="#52514e">PW15, +30 min</text><rect x="393.6" y="62" width="12" height="12" rx="3" fill="#1baf7a"/><text x="411.6" y="72" font-size="12" fill="#52514e">control, +30 min</text><line x1="56" x2="840" y1="330.0" y2="330.0" stroke="#c3c2b7"/><text x="48" y="334.0" font-size="11" text-anchor="end" fill="#7d7b75">0%</text><line x1="56" x2="840" y1="273.5" y2="273.5" stroke="#e1e0d9"/><text x="48" y="277.5" font-size="11" text-anchor="end" fill="#7d7b75">25%</text><line x1="56" x2="840" y1="217.0" y2="217.0" stroke="#e1e0d9"/><text x="48" y="221.0" font-size="11" text-anchor="end" fill="#7d7b75">50%</text><line x1="56" x2="840" y1="160.5" y2="160.5" stroke="#e1e0d9"/><text x="48" y="164.5" font-size="11" text-anchor="end" fill="#7d7b75">75%</text><line x1="56" x2="840" y1="104.0" y2="104.0" stroke="#e1e0d9"/><text x="48" y="108.0" font-size="11" text-anchor="end" fill="#7d7b75">100%</text><path d="M72.0,330.0 V144.4 Q72.0,140.4 76.0,140.4 H99.2 Q103.2,140.4 103.2,144.4 V330.0 Z" fill="#2a78d6"><title>HERIDAL recall 路 v3: 83.9%</title></path><text x="87.6" y="134.4" font-size="11" text-anchor="middle" fill="#52514e">83.9</text><path d="M105.2,330.0 V149.8 Q105.2,145.8 109.2,145.8 H132.4 Q136.4,145.8 136.4,149.8 V330.0 Z" fill="#eb6834"><title>HERIDAL recall 路 HN, +1 h: 81.5%</title></path><text x="120.8" y="139.8" font-size="11" text-anchor="middle" fill="#52514e">81.5</text><path d="M138.4,330.0 V153.7 Q138.4,149.7 142.4,149.7 H165.6 Q169.6,149.7 169.6,153.7 V330.0 Z" fill="#a8a69f"><title>HERIDAL recall 路 control, +1 h: 79.8%</title></path><text x="154.0" y="143.7" font-size="11" text-anchor="middle" fill="#52514e">79.8</text><path d="M171.6,330.0 V151.8 Q171.6,147.8 175.6,147.8 H198.8 Q202.8,147.8 202.8,151.8 V330.0 Z" fill="#eda100"><title>HERIDAL recall 路 PW15, +30 min: 80.6%</title></path><text x="187.2" y="141.8" font-size="11" text-anchor="middle" fill="#52514e">80.6</text><path d="M204.8,330.0 V146.9 Q204.8,142.9 208.8,142.9 H232.0 Q236.0,142.9 236.0,146.9 V330.0 Z" fill="#1baf7a"><title>HERIDAL recall 路 control, +30 min: 82.8%</title></path><text x="220.4" y="136.9" font-size="11" text-anchor="middle" fill="#52514e">82.8</text><text x="154.0" y="352" font-size="12.5" text-anchor="middle" fill="#52514e">HERIDAL recall</text><path d="M268.0,330.0 V287.9 Q268.0,283.9 272.0,283.9 H295.2 Q299.2,283.9 299.2,287.9 V330.0 Z" fill="#2a78d6"><title>HERIDAL precision 路 v3: 20.4%</title></path><text x="283.6" y="277.9" font-size="11" text-anchor="middle" fill="#52514e">20.4</text><path d="M301.2,330.0 V275.0 Q301.2,271.0 305.2,271.0 H328.4 Q332.4,271.0 332.4,275.0 V330.0 Z" fill="#eb6834"><title>HERIDAL precision 路 HN, +1 h: 26.1%</title></path><text x="316.8" y="265.0" font-size="11" text-anchor="middle" fill="#52514e">26.1</text><path d="M334.4,330.0 V274.6 Q334.4,270.6 338.4,270.6 H361.6 Q365.6,270.6 365.6,274.6 V330.0 Z" fill="#a8a69f"><title>HERIDAL precision 路 control, +1 h: 26.3%</title></path><text x="350.0" y="264.6" font-size="11" text-anchor="middle" fill="#52514e">26.3</text><path d="M367.6,330.0 V276.8 Q367.6,272.8 371.6,272.8 H394.8 Q398.8,272.8 398.8,276.8 V330.0 Z" fill="#eda100"><title>HERIDAL precision 路 PW15, +30 min: 25.3%</title></path><text x="383.2" y="266.8" font-size="11" text-anchor="middle" fill="#52514e">25.3</text><path d="M400.8,330.0 V285.4 Q400.8,281.4 404.8,281.4 H428.0 Q432.0,281.4 432.0,285.4 V330.0 Z" fill="#1baf7a"><title>HERIDAL precision 路 control, +30 min: 21.5%</title></path><text x="416.4" y="275.4" font-size="11" text-anchor="middle" fill="#52514e">21.5</text><text x="350.0" y="352" font-size="12.5" text-anchor="middle" fill="#52514e">HERIDAL precision</text><path d="M464.0,330.0 V195.5 Q464.0,191.5 468.0,191.5 H491.2 Q495.2,191.5 495.2,195.5 V330.0 Z" fill="#2a78d6"><title>WiSARD recall 路 v3: 61.3%</title></path><text x="479.6" y="185.5" font-size="11" text-anchor="middle" fill="#52514e">61.3</text><path d="M497.2,330.0 V204.1 Q497.2,200.1 501.2,200.1 H524.4 Q528.4,200.1 528.4,204.1 V330.0 Z" fill="#eb6834"><title>WiSARD recall 路 HN, +1 h: 57.5%</title></path><text x="512.8" y="194.1" font-size="11" text-anchor="middle" fill="#52514e">57.5</text><path d="M530.4,330.0 V206.3 Q530.4,202.3 534.4,202.3 H557.6 Q561.6,202.3 561.6,206.3 V330.0 Z" fill="#a8a69f"><title>WiSARD recall 路 control, +1 h: 56.5%</title></path><text x="546.0" y="196.3" font-size="11" text-anchor="middle" fill="#52514e">56.5</text><path d="M563.6,330.0 V205.2 Q563.6,201.2 567.6,201.2 H590.8 Q594.8,201.2 594.8,205.2 V330.0 Z" fill="#eda100"><title>WiSARD recall 路 PW15, +30 min: 57.0%</title></path><text x="579.2" y="195.2" font-size="11" text-anchor="middle" fill="#52514e">57.0</text><path d="M596.8,330.0 V199.3 Q596.8,195.3 600.8,195.3 H624.0 Q628.0,195.3 628.0,199.3 V330.0 Z" fill="#1baf7a"><title>WiSARD recall 路 control, +30 min: 59.6%</title></path><text x="612.4" 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Q790.8,273.5 790.8,277.5 V330.0 Z" fill="#eda100"><title>WiSARD precision 路 PW15, +30 min: 25.0%</title></path><text x="775.2" y="267.5" font-size="11" text-anchor="middle" fill="#52514e">25.0</text><path d="M792.8,330.0 V289.0 Q792.8,285.0 796.8,285.0 H820.0 Q824.0,285.0 824.0,289.0 V330.0 Z" fill="#1baf7a"><title>WiSARD precision 路 control, +30 min: 19.9%</title></path><text x="808.4" y="279.0" font-size="11" text-anchor="middle" fill="#52514e">19.9</text><text x="742.0" y="352" font-size="12.5" text-anchor="middle" fill="#52514e">WiSARD precision</text></svg> |