{ "cells": [ { "cell_type": "markdown", "id": "7543ef31", "metadata": {}, "source": [ "# CLIP(Contrastive Language–Image Pre-training) in AutoMM\n", "\n", "OpenAI는 2021년 1월 DALL-E와 CLIP이라는 놀라운 모델을 공개했습니다. CLIP은 (이미지, 텍스트) 쌍에 대해 이미지와 텍스트를 각각의 인코더를 거쳐 임베딩 벡터로 변환하고(이미지: ResNet or Vision Transformer, 텍스트: Transformer), 내적(코사인 유사도)을 통해 둘 사이의 유사도를 학습합니다.\n", "\n", "Pre-training 단계에서는 약 4억 개의 (이미지, 텍스트) 쌍에 대해, positive 쌍의 유사도를 최대하고 negative 쌍의 유사도를 최소화하도록 Symmetric Cross Entropty loss로 학습합니다. Zero-shot 추론 단계에서는 입력 이미지 임베딩과 k개 텍스트 임베딩 사이의 코사인 유사도 점수를 계산하여 가장 높은 유사도를 가지는 텍스트를 선택합니다.\n", "\n", "![CLIP](./imgs/clip.png) \n", "\n", "CLIP은 별도의 정답 클래스에 대한 정보가 필요하지 않고 추론 시에는 코사인 유사도만 온라인으로 수행하면 되므로 확장성이 용이합니다. 또한, 파인튜닝이 필요 없는 zero-shot 모델임에도 ImageNet ResNet50의 Top-1 accuracy에 견주는 정확도를 보입니다. AutoGluon은 0.5.1 버전부터 CLIP 모델을 API 호출로 쉽게 사용할 수 있습니다.\n", "- https://arxiv.org/abs/2103.00020\n", "\n", "
\n", "\n", "## 1. Zero-shot Image Classification\n", "\n", "### Simple prediction" ] }, { "cell_type": "code", "execution_count": 1, "id": "3490f8ba", "metadata": {}, "outputs": [], "source": [ "save_path = 'ag-04-clip-zeroshot'\n", "sample_path = 'sample_imgs'\n", "!rm -rf $save_path" ] }, { "cell_type": "code", "execution_count": 2, "id": "7df7319c", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import Image, display\n", "from autogluon.multimodal import download\n", "import numpy as np\n", "\n", "def softmax(x, axis=1):\n", " return np.exp(x) / np.sum(np.exp(x), axis=axis)\n", "\n", "url = \"https://farm4.staticflickr.com/3445/3262471985_ed886bf61a_z.jpg\"\n", "dog_image = download(url, path=sample_path)\n", "\n", "pil_img = Image(filename=dog_image)\n", "display(pil_img)" ] }, { "cell_type": "code", "execution_count": 3, "id": "7bd5725b", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6c476fc35fcf4dd895ca402122032767", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Downloading: 0%| | 0.00/4.42k [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "url = \"https://live.staticflickr.com/7236/7114602897_9cf00b2820_b.jpg\"\n", "segway_image = download(url, path=sample_path)\n", "\n", "pil_img = Image(filename=segway_image)\n", "display(pil_img)" ] }, { "cell_type": "code", "execution_count": 5, "id": "8a5aabfe", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7210711fbbce4d29b5cc179b7e871aae", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Predicting: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "30d09e77c7ba4dea871e1666834360f0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Predicting: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Label probs: [[0.4753574 0.17488024 0.17488275 0.17487961]]\n" ] } ], "source": [ "prob = predictor.predict_proba({\"image\": [segway_image]}, {\"text\": ['segway', 'bicycle', 'wheel', 'car']})\n", "print(\"Label probs:\", softmax(prob))" ] }, { "cell_type": "markdown", "id": "c00184c5", "metadata": {}, "source": [ "
\n", "\n", "## 2. Limitations of CLIP\n", "\n", "CLIP은 이미지에 텍스트 정보가 포함되어 있을 때, 추론 결과에 영향을 크게 받습니다. 사과 이미지로 간단한 테스트를 수행하겠습니다." ] }, { "cell_type": "code", "execution_count": 6, "id": "7e854c89", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "url = \"https://cdn.openai.com/multimodal-neurons/assets/apple/apple-blank.jpg\"\n", "image_path = download(url, path=sample_path)\n", "\n", "pil_img = Image(filename=image_path)\n", "display(pil_img)" ] }, { "cell_type": "code", "execution_count": 7, "id": "8746eca8", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "63841928cf4e4ebf818bb9f4fc698e66", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Predicting: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "92f44fe9dcf14f8d8c3c04920ec37259", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Predicting: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Label probs: [[0.18262194 0.25219458 0.1385816 0.14044295 0.1424387 0.14372024]]\n" ] } ], "source": [ "prob = predictor.predict_proba({\"image\": [image_path]}, {\"text\": ['', 'iPod', 'library', 'pizza', 'toaster', 'dough']})\n", "print(\"Label probs:\", softmax(prob))" ] }, { "cell_type": "code", "execution_count": 8, "id": "2593df86", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "url = \"https://cdn.openai.com/multimodal-neurons/assets/apple/apple-ipod.jpg\"\n", "image_path = download(url, path=sample_path)\n", "\n", "pil_img = Image(filename=image_path)\n", "display(pil_img)" ] }, { "cell_type": "markdown", "id": "c48474c0", "metadata": {}, "source": [ "사과 대신 아이팟을 예측했습니다." ] }, { "cell_type": "code", "execution_count": 9, "id": "1871e5f5", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4b6ebc204bd14fd8ba6b99cea47d648d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Predicting: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "03cb7e3dfdc649a2886ccd0b708d9f03", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Predicting: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Label probs: [[0.13348334 0.34548306 0.13025616 0.1302559 0.13025951 0.13026202]]\n" ] } ], "source": [ "prob = predictor.predict_proba({\"image\": [image_path]}, {\"text\": ['Granny Smith', 'iPod', 'library', 'pizza', 'toaster', 'dough']})\n", "print(\"Label probs:\", softmax(prob))" ] }, { "cell_type": "markdown", "id": "2ccd6b30", "metadata": {}, "source": [ "
\n", "\n", "## 3. Image Retrieval by Text Query\n", " \n", "데모 예시로 5개의 이미지 임베딩과 1개의 텍스트 임베딩에 대해 유사도를 계산합니다.\n", "\n", "### Example (1)" ] }, { "cell_type": "code", "execution_count": 10, "id": "ee6126a8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['sample_imgs/2872917634_f41e6987a8_z.jpg', 'sample_imgs/3608371042_75f9618851_z.jpg', 'sample_imgs/9591251800_9c9727e178_z.jpg', 'sample_imgs/6848765123_252bfca33d_z.jpg', 'sample_imgs/5548123650_1a69ce1e34_z.jpg']\n" ] } ], "source": [ "from autogluon.multimodal import download\n", "\n", "urls = ['http://farm4.staticflickr.com/3179/2872917634_f41e6987a8_z.jpg', # Cat\n", " 'http://farm4.staticflickr.com/3629/3608371042_75f9618851_z.jpg', # Builiding\n", " 'https://farm4.staticflickr.com/3795/9591251800_9c9727e178_z.jpg', # Carriage\n", " 'http://farm8.staticflickr.com/7188/6848765123_252bfca33d_z.jpg', # Bicycle\n", " 'https://farm6.staticflickr.com/5251/5548123650_1a69ce1e34_z.jpg'] # Airplane\n", "\n", "image_paths = [download(url, path=sample_path) for url in urls]\n", "print(image_paths)" ] }, { "cell_type": "code", "execution_count": 11, "id": "a9660852", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e335d29ca60f46bca419f5b2868a393a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Predicting: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ab6bff4542c34efe82d55bb0acfc8d68", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Predicting: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(5, 768)\n", "(1, 768)\n" ] } ], "source": [ "# extract image embeddings\n", "image_embeddings = predictor.extract_embedding({\"image\": image_paths})\n", "\n", "# extract text embeddings\n", "text_embeddings = predictor.extract_embedding({\"text\": [\"There's a cat under the car.\"]})\n", "\n", "image_features = image_embeddings['image']\n", "text_features = text_embeddings['text']\n", "\n", "print(image_features.shape) # image (5, 768)\n", "print(text_features.shape) # text (1, 768)" ] }, { "cell_type": "code", "execution_count": 12, "id": "c84c6bd3", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "similarity = np.matmul(image_features, text_features.T)\n", "max_sim_idx = np.argmax(similarity)" ] }, { "cell_type": "code", "execution_count": 13, "id": "6487deb6", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import Image, display\n", "pil_img = Image(filename=image_paths[max_sim_idx])\n", "display(pil_img)" ] }, { "cell_type": "markdown", "id": "7ff483f8", "metadata": {}, "source": [ "### Example (2)" ] }, { "cell_type": "code", "execution_count": 14, "id": "37c09223", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e6e8ee70d8a14dd688f1bc1ac65197b7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Predicting: 0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text_embeddings = predictor.extract_embedding({\"text\": ['There is an airplane over a car.']})\n", "text_features = text_embeddings['text']\n", "similarity = np.matmul(image_features, text_features.T)\n", "max_sim_idx = np.argmax(similarity)" ] }, { "cell_type": "code", "execution_count": 15, "id": "047f2c7e", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", 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