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@ggosiang
Created June 7, 2021 08:22
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: ftfy in /opt/conda/lib/python3.7/site-packages (6.0.3)\n",
"Requirement already satisfied: regex in /opt/conda/lib/python3.7/site-packages (2020.11.13)\n",
"Requirement already satisfied: tqdm in /opt/conda/lib/python3.7/site-packages (4.56.0)\n",
"Requirement already satisfied: wcwidth in /opt/conda/lib/python3.7/site-packages (from ftfy) (0.2.5)\n"
]
}
],
"source": [
"!pip install ftfy regex tqdm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cloning into 'CLIP'...\n",
"remote: Enumerating objects: 90, done.\u001b[K\n",
"remote: Total 90 (delta 0), reused 0 (delta 0), pack-reused 90\u001b[K\n",
"Unpacking objects: 100% (90/90), done.\n"
]
}
],
"source": [
"!git clone https://github.com/openai/CLIP.git"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from CLIP.clip import clip\n",
"import torch, cv2\n",
"from PIL import Image\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
"model_clip, preprocess = clip.load(\"ViT-B/32\", device=device)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def predict(model, image_array, class_text):\n",
" image = Image.fromarray(image_array)\n",
" image = preprocess(image).unsqueeze(0).to(device)\n",
" text = clip.tokenize(class_text).to(device)\n",
"\n",
" with torch.no_grad():\n",
" logits_per_image, _ = model(image, text)\n",
" probs = logits_per_image.softmax(dim=-1).cpu().numpy()\n",
"\n",
" for i in range(len(class_text)):\n",
" print(f\"{class_text[i]}: {probs[0][i]}\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Downloading: \"https://github.com/ultralytics/yolov5/archive/master.zip\" to /home/jovyan/.cache/torch/hub/master.zip\n",
"Fusing layers... \n",
"Model Summary: 606 layers, 141755500 parameters, 0 gradients\n",
"Adding AutoShape... \n",
"YOLOv5 🚀 2021-6-7 torch 1.7.1+cpu CPU\n",
"\n"
]
}
],
"source": [
"model_yolov5 = torch.hub.load('ultralytics/yolov5', 'yolov5x6', force_reload=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"img = './test.png' # https://youtu.be/c1Hwm-vH9mo?t=63"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"results = model_yolov5(img)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"bbox = results.xyxy[0].tolist()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"i = cv2.imread(img)\n",
"i = cv2.cvtColor(i, cv2.COLOR_BGR2RGB)\n",
"%matplotlib inline\n",
"plt.imshow(i)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[812.9222412109375, 184.51007080078125, 878.1416015625, 418.84149169921875, 0.8222059607505798, 0.0]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"nothing: 0.637104868888855\n",
"need help: 0.36289510130882263\n",
"[260.3843078613281, 332.8056335449219, 321.872314453125, 425.9264831542969, 0.8087483048439026, 0.0]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"nothing: 0.39301592111587524\n",
"need help: 0.60698401927948\n",
"[590.2413940429688, 302.6463317871094, 643.0369873046875, 366.8890380859375, 0.32685601711273193, 0.0]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"nothing: 0.409651517868042\n",
"need help: 0.5903484225273132\n"
]
}
],
"source": [
"class_text = [\"nothing\", \"need help\"]\n",
"\n",
"for obj in bbox:\n",
" if obj[5] != 0:\n",
" continue\n",
" print(obj)\n",
" crop_img = i[int(obj[1]):int(obj[3]), int(obj[0]):int(obj[2])]\n",
" \n",
" %matplotlib inline\n",
" plt.imshow(crop_img)\n",
" plt.show()\n",
"\n",
" predict(model_clip, crop_img, class_text)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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