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Dataset Name: Malaria Bounding Boxes Basic Description: P. vivax (malaria) infected human blood smears 📖 FULL DATASET DESCRIPTION: ================================== Malaria is a disease caused by Plasmodium parasites that remains a major threat in global health, affecting 200 million people and causing 400,000 deaths a year. The main species of malaria that affect humans are Plasmodium falciparum and Plasmodium vivax. For malaria as well as other microbial infections, manual inspection of thick and thin blood smears by trained microscopists remains the gold standard for parasite detection and stage determination because of its low reagent and instrument cost and high flexibility. Despite manual inspection being extremely low throughput and susceptible to human bias, automatic counting software remains largely unused because of the wide range of variations in brightfield microscopy images. However, a robust automatic counting and cell classification solution would provide enormous benefits due to faster and more accurate quantitative results without human variability; researchers and medical professionals could better characterize stage-specific drug targets and better quantify patient reactions to drugs. Previous attempts to automate the process of identifying and quantifying malaria have not gained major traction partly due to difficulty of replication, comparison, and extension. Authors also rarely make their image sets available, which precludes replication of results and assessment of potential improvements. The lack of a standard set of images nor standard set of metrics used to report results has impeded the field. Images are in .png or .jpg format. There are 3 sets of images consisting of 1364 images (~80,000 cells) with different researchers having prepared each one: from Brazil (Stefanie Lopes), from Southeast Asia (Benoit Malleret), and time course (Gabriel Rangel). Blood smears were stained with Giemsa reagent. 📥 DATASET DOWNLOAD INFORMATION ================================== 🔴 Dataset Size: Download dataset as zip (5 GB) 🔰 Direct dataset download link: https://www.kaggle.com/api/v1/datasets/download/kmader/malaria-bounding-boxes 📊 Additional information: ================================== File count not found Views: 54,400 Downloads: 4,657 📚 RELATED NOTEBOOKS: ================================== 1. Malaria | YoloV5 | FasterRCNN | Upvotes: 114 URL: https://www.kaggle.com/code/polomarco/malaria-yolov5-fasterrcnn 2. Malaria Bounding Box | Upvotes: 93 URL: https://www.kaggle.com/code/vishnu123/malaria-bounding-box 3. Malaria Preview | Upvotes: 32 URL: https://www.kaggle.com/code/kmader/malaria-preview 4. Malaria Cell Images(Shuffled and Split) | Upvotes: 6 URL: https://www.kaggle.com/datasets/sagnikmazumder37/malaria-cell-imagesshuffled-and-split 5. P.Vivax malaria image dataset | Upvotes: 4 URL: https://www.kaggle.com/datasets/jxxn03x/p-vivax-malaria-image-dataset ================================== ⭐️ By: https://t.me/datasets1

Dataset Name: COVID-19 Dataset Basic Description: Number of Confirmed, Death and Recovered cases every day across the globe 📖 FULL DATASET DESCRIPTION: ================================== (opens in a new tab)"> (opens in a new tab)"> 📥 DATASET DOWNLOAD INFORMATION ================================== 🔴 Dataset Size: Download dataset as zip (20 MB) 🔰 Direct dataset download link: https://www.kaggle.com/api/v1/datasets/download/imdevskp/corona-virus-report 📊 Additional information: ================================== File count not found Downloads: 387,000 📚 RELATED NOTEBOOKS: ================================== 1. COVID-19 - Analysis, Visualization & Comparisons | Upvotes: 7,330 URL: https://www.kaggle.com/code/imdevskp/covid-19-analysis-visualization-comparisons 2. Novel Corona Virus 2019 Dataset | Upvotes: 6,275 URL: https://www.kaggle.com/datasets/sudalairajkumar/novel-corona-virus-2019-dataset 3. COVID-19: Digging a Bit Deeper | Upvotes: 883 URL: https://www.kaggle.com/code/abhinand05/covid-19-digging-a-bit-deeper 4. COVID-19 - Temperature, Air Travel & Transmission | Upvotes: 489 URL: https://www.kaggle.com/code/sixteenpython/covid-19-temperature-air-travel-transmission 5. COVID-19 Coronavirus Dataset | Upvotes: 47 URL: https://www.kaggle.com/datasets/vignesh1694/covid19-coronavirus ================================== ⭐️ By: https://t.me/datasets1

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Dataset Name: FIFA23 OFFICIAL DATASET Basic Description: From FIFA17 to FIFA23 statistics for each football player 📖 FULL DATASET DESCRIPTION: ================================== The dataset contains +17k unique players and more than 60 columns, general information and all KPIs the famous videogame offers. As the esport scene keeps rising espacially on FIFA, I thought it can be useful for the community (kagglers and/or gamers) 📥 DATASET DOWNLOAD INFORMATION ================================== 🔴 Dataset Size: Download dataset as zip (14 MB) 🔰 Direct dataset download link: https://www.kaggle.com/api/v1/datasets/download/bryanb/fifa-player-stats-database 📊 Additional information: ================================== File count not found Views: 107,000 Downloads: 66,500 📚 RELATED NOTEBOOKS: ================================== 1. FIFA 22 complete player dataset | Upvotes: 419 URL: https://www.kaggle.com/datasets/stefanoleone992/fifa-22-complete-player-dataset 2. FIFA 21 complete player dataset | Upvotes: 197 URL: https://www.kaggle.com/datasets/stefanoleone992/fifa-21-complete-player-dataset 3. FIFA 22 Players Dataset | Upvotes: 42 URL: https://www.kaggle.com/datasets/minhnguyen147/fifa-22-players-dataset 4. FIFA 21 Player Comparison using Radar Chart | Upvotes: 33 URL: https://www.kaggle.com/code/abhijithchandradas/fifa-21-player-comparison-using-radar-chart 5. Using FIFA to Predict FPL score | Upvotes: 20 URL: https://www.kaggle.com/code/scientistdat/using-fifa-to-predict-fpl-score ================================== ⭐️ By: https://t.me/datasets1

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Dataset Name: Real Life Violence Situations Dataset Basic Description: 1000 videos containing real street fight and 1000 video from other classes 📖 FULL DATASET DESCRIPTION: ================================== (This dataset has the following citation: M. Soliman, M. Kamal, M. Nashed, Y. Mostafa, B. Chawky, D. Khattab, “ Violence Recognition from Videos using Deep Learning Techniques”, Proc. 9th International Conference on Intelligent Computing and Information Systems (ICICIS'19), Cairo, pp. 79-84, 2019. please use it in case of using the dataset in research or engineering purpose ) when we start our Graduation Project Violence Recognition from Videos we found that there is shortage in available datasets related to violence between individuals so we decide to create new big dataset with variety of scenes Our Dataset Contains 1000 Violence and 1000 non-violence videos collected from youtube videos, violence videos in our dataset contain many real street fights situations in several environments and conditions. also non-violence videos from our dataset are collected from many different human actions like sports, eating, walking …etc. see samples from dataset Thanks to ALLAH who give us the ability to do this work Thanks to our supervisors Dr.Dina Khattab and TA.Bassel Safwat Thanks to my team members Mohamed Hussein , Mina Abd El-Massih , Youssif Mohamed 📥 DATASET DOWNLOAD INFORMATION ================================== 🔴 Dataset Size: Download dataset as zip (4 GB) 🔰 Direct dataset download link: https://www.kaggle.com/api/v1/datasets/download/mohamedmustafa/real-life-violence-situations-dataset 📊 Additional information: ================================== File count not found Views: 144,000 Downloads: 27,000 📚 RELATED NOTEBOOKS: ================================== 1. Real Time Violence Detection | MobileNet Bi-LSTM | Upvotes: 424 URL: https://www.kaggle.com/code/abduulrahmankhalid/real-time-violence-detection-mobilenet-bi-lstm 2. Real life violence detection using InceptionV3 | Upvotes: 395 URL: https://www.kaggle.com/code/nandinibagga/real-life-violence-detection-using-inceptionv3 3. Real Life Violence Detection / KERAS-TENSORFLOW | Upvotes: 115 URL: https://www.kaggle.com/code/brsdincer/real-life-violence-detection-keras-tensorflow 4. Video Fights Dataset | Upvotes: 24 URL: https://www.kaggle.com/datasets/shreyj1729/cctv-fights-dataset 5. Real Life Violence and Non-Violence Data | Upvotes: 15 URL: https://www.kaggle.com/datasets/karandeep98/real-life-violence-and-nonviolence-data ================================== ⭐️ By: https://t.me/datasets1

Dataset Name: Vehicle Orientation dataset - Object detection Basic Description: Vehicle orientation dataset contains 1,000,000+ annotations 200,000+ images. 📖 FULL DATASET DESCRIPTION: ================================== The Vehicle Orientation Dataset The vehicle orientation dataset contains more than one million annotations of vehicles with orientation in more than 200,000 images. It reduces the need of a secondary neural network to classify orientation by simultaneously providing both vehicle class and direction. Here are our published papers at ISPRS Journal of Photogrammetry and Remote Sensing and IEEE International Conference on Big Data 2021: Real-time citywide reconstruction of traffic flow from moving cameras on lightweight edge devices» Citywide reconstruction of cross-sectional traffic flow from moving camera videos» Download Vehicle Orientation Dataset Download Experiment Dataset (Video and GPS) Pre-trained weights We'll continue adding various object detection models trained on the vehicle orientation dataset and the synthetic vehicle orientation dataset. Open an issue if you need some specific pre-trained weights. All vehicles in the vehicle orientation dataset are labeled with both vehicle class (five categories) and its orientation (three types). The five classes of vehicles are: [Car, Bus, Truck, Motorcycle, Bicycle] The three types of orientations are: [Front, Back, Side] So the vehicle orientation dataset has a total of 15 classes of vehicles with orientation such car_back, car_front, car_side, bus_back, bus_front, etc. 0-car_back 1-car_side 2-car_front 3-bus_back 4-bus_side 5-bus_front 6-truck_back 7-truck_side 8-truck_front 9-motorcycle_back 10-motorcycle_side 11-motorcycle_front 12-bicycle_back 13-bicycle_side 14-bicycle_front 📥 DATASET DOWNLOAD INFORMATION ================================== 🔴 Dataset Size: Download dataset as zip (25 GB) 🔰 Direct dataset download link: https://www.kaggle.com/api/v1/datasets/download/raghavdharwal/vehicle-orientation-dataset-part-1 📊 Additional information: ================================== Total files: 100,000 Views: 2,321 Downloads: 133 📚 RELATED NOTEBOOKS: ================================== 1. Car Number Plate Dataset (YOLO Format) | Upvotes: 10 URL: https://www.kaggle.com/datasets/sujaymann/car-number-plate-dataset-yolo-format 2. YOLO to COCO | Upvotes: 3 URL: https://www.kaggle.com/code/raghavdharwal/yolo-to-coco 3. YOLO to Pascal VOC | Upvotes: 3 URL: https://www.kaggle.com/code/raghavdharwal/yolo-to-pascal-voc 4. Aerial view of Vehicles, and Humans Dataset (YOLO) | Upvotes: 3 URL: https://www.kaggle.com/datasets/redzapdos123/aerial-view-of-vehicles-and-humans-dataset-yolo 5. Vehicle Detection Dataset image | Upvotes: 3 URL: https://www.kaggle.com/datasets/daudshah/vehicle-detection-dataset ================================== ⭐️ By: https://t.me/datasets1