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An open API service indexing awesome lists of open source software.

Computer vision

Computer vision is an interdisciplinary field that deals with how computers can be made to gain high-level understanding of digital images and videos.

https://github.com/jrzvnn/tour-in-tramuros

Realtime image recognition of tourist attractions in intramuros using YOLOv8

artificial-intelligence computer-vision image-classification machine-learning streamlit yolov8

Last synced: 22 Jun 2025

https://github.com/yashrsharma44/textextractor

Repository for the webpapp for text extractor

computer-vision flask python3 text-extractor

Last synced: 17 Mar 2025

https://github.com/emadehsan/food-classifier

Experimenting with Cloud Vision API. DEMO:

cloud computer-vision deep-learning gcp machine-learning vision-api

Last synced: 01 May 2025

https://github.com/ppiova/azure-computervision-backgroundremoval

Azure-ComputerVision-Background removal (version 4.0 preview)

azure-ai azure-cognitive-services azure-computer-vision computer-vision csharp

Last synced: 07 Jul 2025

https://github.com/zhenye-na/viola-jones-algo

๐Ÿ‘จ๐Ÿ‘ฉ Viola Jones Face Detection

computer-vision face-detection face-recognition viola-jones

Last synced: 14 Jun 2025

https://github.com/theolepage/face-detection

Simple C++ program to detect human faces in an image.

computer-vision cpp face-detection

Last synced: 21 Jul 2025

https://github.com/matiascarabella/self-driving-ai

2D self-driving car simulation developed in Python using Pygame, featuring a Q-learning agent that learns to navigate a circuit.

2d-simulation artificial-intelligence computer-vision machine-learning pygame python q-learning reinforcement-learning self-driving-car

Last synced: 18 May 2026

https://github.com/shobuj-paul/strawberry-stacker

Repository for Strawberry Stacker Theme of eYRC 2021-22

computer-vision drones px4-autopilot robotics

Last synced: 30 Apr 2026

https://github.com/collidingscopes/arpeggiator

Hand-controlled arpeggiator, drum machine, and audio reactive visualizer. Built with mediapipe computer vision, threejs, tonejs

arpeggio audio-reactive augmented-reality computer-vision drum-machine hand-gesture-recognition hand-tracking mediapipe music spatial-computing synthesizer threejs tonejs visualizer

Last synced: 22 Jun 2025

https://github.com/hasibzunair/road-intensity

A small attempt to monitor traffic intensity in Bangladesh.

color-segmentation computer-vision opencv video-processing

Last synced: 15 May 2026

https://github.com/groundlight/groundlight-mcp-server

MCP Server for Groundlight

computer-vision mcp

Last synced: 18 Jun 2025

https://github.com/eatosin/retina-ux-auditor

A Physics-Informed UI/UX Audit Engine. Uses Computer Vision (OpenCV Saliency/Entropy) and Gemini 3.0 Multimodal AI to mathematically quantify design quality, generate heatmaps, and prescribe actionable CSS fixes.

computer-vision gemini-api generative-ai heatmap opencv opencv-python saliency-detection ux-testing

Last synced: 25 Jan 2026

https://github.com/flrs/genai_robotics

Learning project for exploring generative AI for robotics action planning and control

computer-vision genai generative-ai llm robotics yolo-world

Last synced: 30 Apr 2025

https://github.com/alejandroamat/3dgs-vulkan-cpp

Cross-platform Vulkan 3D Gaussian Splatting renderer - Windows/Mac/Linux, any GPU, with Python binding support

3d 3d-graphics 3d-reconstruction 3dgs apple computer-vision cuda differentiable-rendering gaussian-splatting glfw3 gpu gpu-acceleration linux macos nerf neural-rendering python real-time vulkan windows

Last synced: 15 Jun 2025

https://github.com/matlab-deep-learning/Pretrained-RESA-Network-For-Road-Boundary-Detection

Pretrained RESA model for road boundary detection in MATLAB

computer-vision deep-learning matlab

Last synced: 12 May 2025

https://github.com/sayakpaul/keras-examples-randaugment

Full experimentation notebook for my Keras Example on using RandAugment.

computer-vision imgaug keras randaugment robustness tensorflow

Last synced: 10 May 2026

https://github.com/prasannapulakurthi/spm

Shuffle PatchMix (SPM) for Source-Free Domain Adaptation (ICIP 2025); patch-shuffle augmentation + confidence-margin pseudo-labels. New SOTA on PACS (+7.3%), strong results on DomainNet-126 and VisDA-C.

classification computer-vision contrastive-learning data-augmentation deep-learning domain-adaptation icip-2025 image-augmentation image-classification image-processing machine-learning pseudo-labeling python pytorch self-training source-free-domain-adaptation

Last synced: 01 Mar 2026

https://github.com/programmin1/howtotrainyourrobot

Easy-to-use, practical example of how to train Dlib to recognize objects.

computer-vision dlib hacktoberfest webcam

Last synced: 14 May 2026

https://github.com/bee1997/anpr-yolov8-paddleocr

Automatic Number Plate Recognition (ANPR) using YOLOv8 and PaddleOCR for vehicle tracking and license plate extraction

ai-ml anpr computer-vision paddleocr python tracking vehicle-detection vehicle-tracking yolov8

Last synced: 16 Jul 2025

https://github.com/aposb/stereo-matching-algorithms

Optimized (very fast) stereo matching algorithms in MATLAB and Python. It includes implementations of Block Matching, Dynamic Programming, Semi-Global Matching, Semi-Global Block Matching and Belief Propagation.

belief-propagation block-matching block-matching-algorithm computer-vision disparity-map dynamic-programming dynamic-programming-algorithm loopy-belief-propagation semi-global-matching sgm stereo-matching stereo-vision

Last synced: 01 Apr 2026

https://github.com/sitkevij/opencv

Small OpenCV (Open Source Computer Vision Library) Docker Image for Alpine Linux

alpine computer-vision deep-learning docker-image image-manipulation image-processing machine-learning opencv opencv-docker opencv-python

Last synced: 06 May 2026

https://github.com/salgado2004/pool_shot_predictor_contest

Programming contest hosted by CV Zone, sponsored by NVIDIA. Where the objective is to predict the paths of the ball on the pool table and whether they will go in the hole.

computer-vision contest-programming cv2 image-processing object-detection opencv-python trajectory-prediction video-processing

Last synced: 31 May 2026

https://github.com/sergioragostinho/cvl

(yet another) Computer Vision Library

c-plus-plus c-plus-plus-14 computer-vision

Last synced: 20 May 2026

https://github.com/vanhoai/visioncpp

๐Ÿš€ High-performance C++ implementations of computer vision and image processing algorithms from scratch

cmake computer-vision cpp deep-learning edge-detection image-processing neural-network opencv

Last synced: 07 Mar 2026

https://github.com/hotdogcookie20/yingyanai

้นฐ็œผ AI ๆ˜ฏไธ€ไธชๅ…ˆ่ฟ›็š„่ฎก็ฎ—ๆœบ่ง†่ง‰ๅนณๅฐ๏ผŒๅˆฉ็”จๆทฑๅบฆๅญฆไน ๆŠ€ๆœฏๆไพ›็ฒพ็กฎไธ”้ซ˜ๆ•ˆ็š„่ง†่ง‰ๆ™บ่ƒฝ่งฃๅ†ณๆ–นๆกˆใ€‚ๆœฌ็ณป็ปŸ่‡ดๅŠ›ไบŽไธบๅ„็ฑป่ง†่ง‰ๅˆ†ๆžไปปๅŠกๆไพ›ไธ“ไธšๅฏ้ ็š„ๆŠ€ๆœฏๆ”ฏๆŒใ€‚ไธ€ๆฌพ้ฉๅ‘ฝๆ€ง็š„่ฎก็ฎ—ๆœบ่ง†่ง‰็ณป็ปŸ๏ผŒ้‡‡็”จๅฐ–็ซฏไบบๅทฅๆ™บ่ƒฝๆŠ€ๆœฏ๏ผŒๅฐ†ๅ›พๅƒๅˆ†ๆžๆๅ‡่‡ณๆ–ฐ้ซ˜ๅบฆใ€‚ๅŸบไบŽ่ฐทๆญŒ้ซ˜ๆ•ˆ่ฝป้‡็บง MobileNetV2 ๆžถๆž„๏ผŒๅฎž็Žฐๅฟซ้€Ÿ็ฒพๅ‡†็š„่ง†่ง‰ๆ™บ่ƒฝๅŒ–ใ€‚

artifi china chinese computer-vision ctkqiang image-classification machine-learning mobilenetv2 neural-network nsfw-detection nsfw-recognition python tensorflow transfer-learning

Last synced: 05 Apr 2025

https://github.com/mxagar/generative_ai_udacity

My personal notes, code and projects of the Udacity Generative AI Nanodegree.

ai computer-vision data-science diffusion-models genai generative-ai llm llm-finetuning machine-learning rag

Last synced: 08 Jul 2025

https://github.com/hlfshell/face_recognition_tf_pose_playground

DensePose + Facial Recognition in Python

computer-vision python

Last synced: 07 Mar 2026

https://github.com/jaketae/res-mlp

PyTorch implementation of ResMLP: Feedforward networks for image classification with data-efficient training

computer-vision image-classification mlp pytorch

Last synced: 17 May 2026

https://github.com/ramamagarwal/project_wildlife_classification

This project deals with Wildlife Classification using Computer Vision and Image Processing

computer-vision data-augmentation image-processing machine-learning

Last synced: 08 Jul 2025

https://github.com/kawchar85/interactivemodelcomparator

A web-based tool designed for comparing output images from different machine learning models on the same dataset.

computer-vision fastapi image-viewer image-viewing image-visualization image-visualizer javascript machine-learning-models research

Last synced: 23 Oct 2025

https://github.com/sunsided/qr

QR Code detection experiments

computer-vision image-processing jupyter opencv python qr-code qrcode

Last synced: 07 May 2025

https://github.com/a-jacobson/shiba

A simple, flexible, pytorch training loop.

computer-vision deep-learning nlp pytorch

Last synced: 18 May 2026

https://github.com/nikolasent/laneline-project

Udacity Self-Driving Car Engineer Nanodegree. Project: Lane line detection with adaptive ROI and lines jitter smoothing

carnd computer-vision opencv self-driving-car

Last synced: 14 Aug 2025

https://github.com/ashutosh1919/context-cluster-pytorch

Ready to run PyTorch implementation of Context-Cluster: Image as Set of Points

computer-vision deep-learning image-classification machine-learning pytorch segmentation segmentation-models

Last synced: 03 Apr 2025

https://github.com/dlr-rm/recall

Code and image database for IROS2022 paper "RECALL: Rehearsal-free Continual Learning for Object Classification". A algorithm to learn new object categories on the fly without forgetting the old ones and without the need to save previous images.

computer-vision continual-learning dataset deep-learning household-objects-classification incremental-learning object-classification online-learning python rehearsal-free tensorflow

Last synced: 15 May 2026

https://github.com/mikhailvokhrameev/archive_vision

A service for extracting and indexing archival document images

computer-vision ocr ocr-recognition trocr web-service

Last synced: 15 May 2026

https://github.com/farhanic017/vision-tool

MCP vision server for AI agents, Claude, Cursor, OpenCode, VS Code, local LLMs, Ollama, LM Studio, OpenRouter, Gemini, image analysis, and video understanding.

ai-agent ai-agents claude-code claude-desktop computer-vision continue-dev cursor gemini image-analysis lm-studio local-llm mcp mcp-server multimodal-ai ollama opencode openrouter video-analysis vision-ai vscode

Last synced: 02 Jul 2026

https://github.com/talhaahussain/grappling-pose-identification

Third year university dissertation. Continuous Assessment for ECM3401 - Individual Literature Review and Project. Involves the implementation of a human pose estimation computer vision model to detect two combat athletes, and a machine learning algorithm to identify their grappling position.

artificial-intelligence bjj brazilian-jiu-jitsu computer-vision grappling human-pose-estimation judo mma pytorch super-gradients wrestling yolo yolo-nas

Last synced: 10 Apr 2025

https://github.com/ksachdeva/face-embeddings-generator

A simple tool to generate face embeddings using dlib and/or facenet networks

computer-vision descriptors dlib embeddings face-detection face-recognition neural-network

Last synced: 19 Jul 2025

https://github.com/tonyduan/maskformer

Maskformer (Per-Pixel Classification is Not All You Need) in PyTorch.

computer-vision instances-segmentation semantic-segmentation

Last synced: 12 Sep 2025

https://github.com/emalagoli92/cvt-tensorflow

TensorFlow 2.X reimplementation of CvT: Introducing Convolutions to Vision Transformers, Haiping Wu, Bin Xiao, Noel Codella, Mengchen Liu, Xiyang Dai, Lu Yuan, Lei Zhang.

computer-vision deep-learning image-classification python pytorch tensorflow transformers

Last synced: 13 Apr 2025

https://github.com/bensouchet/ibex-1d

Image Barcode EXtractor - Detect and Extract 1D Barcode(s) in photographs

barcode computer-vision detection-algorithm image-recognition opencv4 python python-3 python3 roi

Last synced: 05 Mar 2026

https://github.com/roushou/fingers-lightning

Create lightning between your fingers using Computer Vision

computer-vision mediapipe opencv python3 uv

Last synced: 30 Apr 2026

https://github.com/mamunul/face-alignment-esr

ios implementation of https://github.com/soundsilence/FaceAlignment project

computer-vision explicit-shape-regression face-alignment ios machine-learning opencv shape-prediction

Last synced: 06 May 2026

https://github.com/s4m-mo/3dview

A face-tracking 3D renderer that attempts to make things look 3D with the parallax effect. Virtual Reality without the headset.

computer-vision extended-reality mediapipe opencv

Last synced: 07 May 2026

https://github.com/zoeyfyi/detexify-rust

Port of detexify to rust.

computer-vision latex rust tex

Last synced: 07 Oct 2025

https://github.com/waasiq/icare

A real time emotion detection python application.

computer-vision emotion-recognition mediapipe opencv python

Last synced: 28 Jan 2026

https://github.com/darcyai/darcyai-explorer

Rich demo application for exploring Darcy AI and learning the basics of how it works

ai ai-pipeline computer-vision demo edge-computing open-source opencv python

Last synced: 29 Apr 2026

https://github.com/cyyeh/dog-breed-classifier-project

Udacity Machine Learning Engineer Nanodegree Capstone Project

computer-vision deep-learning fastapi gcp-cloud-run mobilenetv2 python3 pytorch webapp

Last synced: 14 Feb 2026

https://github.com/anhtuan284/mediscan

A R&D project about apply LCDP and Computer Vision in building medical disease segmentation system

appsmith computer-vision densenet121 lcdp strapi-cms tensorflow yolo

Last synced: 29 Apr 2026

https://github.com/george-mountain/computer-vision-kafka-realtime-object-detection

Kafka Realtime Object Detection Using: Fastapi, Kafka, Yolo, Postgresql, Grafana

computer-vision fastapi grafana kafka pgadmin4 postgresql yolo yolov8

Last synced: 05 Apr 2026

https://github.com/saganaki22/hand-dance

An interactive psychedelic art generator using real-time hand tracking to create mesmerizing visual effects and particle animations.

camera computer-vision hand-tracking html5 interactive-art javascript mediapipe mobile-friendly particle-effects psychedelic real-time responsive webgl

Last synced: 30 Apr 2026

https://github.com/alvii147/pupil

Eye-tracking-based communication for cerebral palsy patients

cerebral-palsy computer-vision hackduke opencv pyqt5 python

Last synced: 27 Apr 2026

https://github.com/mmerlyn/asl-translator

Empowering the deaf and speech-impaired with a real-time ASL translator that converts hand gestures into English text using deep learning and computer vision.

assistive-technology computer-vision deep-learning jupyter-notebook opencv python tensorflow

Last synced: 08 May 2026

https://github.com/jalabort/eurus

Python framework for Single Object Tracking (SOT)

computer-vision deep-learning opencv python pytorch single-object-tracking

Last synced: 13 May 2026

https://github.com/pryce-jones-systems/bird-watcher

Lightweight CCTV system for watching birds in a feeder/nesting box. Uses machine learning to recognise birds. Written in Go. Intended for Raspberry Pi 4 and above.

artificial-intelligence birdwatching cctv computer-vision golang machine-learning microservices raspberry-pi

Last synced: 02 May 2026

https://github.com/uni-creator/real-time-sign-language-recognition

This project implements an LSTM-based model for recognizing sign language gestures, specifically targeting actions like 'hello', 'thanks', 'nothing', and 'I love you'. Using PyTorch, it processes sequences of hand gestures, trains the model, and evaluates performance through confusion matrices and probabilities.

ai-for-accessibility asl-translator computer-vision deep-learning gesture-recognition lstm machine-learning python pytorch sequence-classification sign-language-recognition sign-language-translation

Last synced: 16 Mar 2026

https://github.com/aaditya29/DFL-Bundesliga-Data-Shootout-Analysis

Kaggle Bundesliga Data Shootout Analysis using YOLO, OpenCV, and Python

analysis computer-vision jupyter-notebook machine-learning matplotlib python ultralytics yolo

Last synced: 22 Oct 2025

https://github.com/doubangotelecom/ultimatetext-sdk

Realtime text detection and recognition in natural scene images (in the wild) using artificial-intelligence

artificial-intelligence computer-vision content-retrieval gpgpu gpgpu-computing neural-network text-detection text-recognition text-to-speech

Last synced: 19 Jan 2026

https://github.com/duyndh98/digitalrace_2017-2018_universityround

Cuแป™c ฤ‘ua sแป‘ (2017 -2018) University Round - Detect and Recognize Traffic Signs using OpenCV and Machine Learning

computer-vision image-processing opencv python support-vector-machine traffic-sign-detection traffic-sign-recognition

Last synced: 24 Oct 2025

https://github.com/deependujha/deeptensor

DeepTensor: A minimal PyTorch-like deep learning library focused on custom autograd and efficient tensor operations.

autograd-engine computer-vision ddp deep-learning distributed-systems gpt gpt-2 neural-networks pytorch transformer

Last synced: 13 Feb 2026

https://github.com/mathemage/capsnet-presentation

presentation on [Dynamic Routing Between Capsules](https://arxiv.org/abs/1710.09829) for [Pattern Recognition and Computer Vision Reading Group](http://cmp.felk.cvut.cz/~toliageo/rg/index.html)

artificial-intelligence capsule-network computer-vision convolutional-neural-networks deep-learning neural-network

Last synced: 24 Jan 2026

https://github.com/akbartus/yolov5-segmentation-on-browser

Example of YOLOv5 object segmentation on the browser, powered by Onnx. Written in JavaScript without any frameworks.

artificial-intelligence computer-vision object-segmentation onnxruntime yolov5

Last synced: 11 Jun 2026

https://github.com/mazleon/hateful_meme_challenge

Hateful Memes dataset contains real hate speech. The Real Hateful Memes dataset consists of more than 10,000 newly created examples by Facebook AI.

computer-vision hateful-memes-challenge multimodal-deep-learning nlp pytorch pytorch-lightning

Last synced: 03 May 2026

https://github.com/ishtiuk/face-sense

A Flask-based UI integrated application that uses OpenCV and the face_recognition library to automate attendance tracking The system captures faces, identifies students, and logs attendance data into both CSV and SQLite databases. The project includes face detection, recognition, and data storage, with a focus on simplicity and real-time processing

ai artificial-intelligence automation computer-vision deep-learning image-processing opencv

Last synced: 11 May 2026

https://github.com/lromul/argus-alaska

Kaggle | Part of 25th place solution for ALASKA2 Image Steganalysis kaggle competition.

computer-vision deep-learning kaggle kaggle-competition pytorch steganalysis

Last synced: 25 Feb 2026

https://github.com/cyanosite/iface

Facial Attribute Recognition with CoreML model, written for demonstrational purposes

computer-vision coreml facial-recognition ios machine-learning swiftui

Last synced: 01 May 2026

https://github.com/neetigyachahar/paperpixel

Simple document scanner with local storage app! ๐Ÿ–จ๏ธ

computer-vision react-native reactjs scanner

Last synced: 09 May 2026

https://github.com/trainingbypackt/deep-learning-with-r-for-beginners

Design neural network models in R 3.5 using TensorFlow, Keras, and MXNet

computer-vision deep-learning keras machine-learning mxnet r

Last synced: 15 Oct 2025

https://github.com/jmsdaq/vehicle-smoke-detection-and-color-analysis

YOLOv8 for vehicle emission detection and K-means clustering for color distribution analysis

computer-vision flask kmeans-clustering opencv roboflow ultralytics yolov8

Last synced: 04 Mar 2026

https://github.com/mohammadmoataz2/x-rayguardian

This project focuses on detecting Pneumonia in chest X-ray images or video using artificial intelligence and deep learning techniques. The solution involves preprocessing the data, training a model using TensorFlow, and developing a desktop application to classify new X-ray images or video frames as either normal or showing signs of Pneumonia.

application chest cnn computer-vision corona covid deeplearning medical opencv python tensorflow x-ray

Last synced: 16 Apr 2026

https://github.com/lingyzhu0101/compression_icip_2024

[ICIP'24] Learned Image Compression for Both Humans and Machines via Dynamic Adaptation

compression-implementations computer-vision deep-learning human-machine-collaboration

Last synced: 25 Feb 2026

https://github.com/thomasgust/facialrecognition-webapp

Facial recognition SAASGo Webapp. Created as a joke project, please don't deploy in real life as that would be highly unethical. A good example of one-shot image classification.

ai app computer-vision cv2 dlib facial-recognition flask machine-learning python video webapp

Last synced: 18 May 2026

https://github.com/dnth/fastdup-manage-clean-curate-blogpost

Find duplicate and anomalies in your dataset. Identify wrong/confusing labels in your dataset. Uncover data leak in your dataset.

anomaly-detection computer-vision data-science data-validation duplicate-detection python

Last synced: 01 May 2026

Computer vision Awesome Lists
Awesome-pytorch-list 707 awesome-multimodal-ml 480 awesome-self-supervised-learning 463 Awesome-Transformer-Attention 2,160 awesome_3DReconstruction_list 169 awesome-industrial-anomaly-detection 1,102 awesome-hand-pose-estimation 497 awesome-image-classification 220 Awesome-Crowd-Counting 468 awesome-human-pose-estimation 89 awesome-autonomous-vehicles 296 Awesome-World-Model 725 Awesome-Federated-Learning 558 Awesome-FL 4,069 awesome-low-light-image-enhancement 219 Awesome-pytorch-list-CNVersion 692 Awesome-Interaction-aware-Trajectory-Prediction 564 Awesome-Implicit-NeRF-Robotics 191 iOS_ML 39 awesome-tensorflow-lite 110 CV-pretrained-model 103 awesome-attention-mechanism-in-cv 195 Awesome-Image-Colorization 150 awesome-grounding 157 openstl 43 Awesome-Open-Vocabulary 162 awesome-ai-awesomeness 236 awesome-capsule-networks 67 awesome-autonomous-vehicle 181 awesome-6d-object 600 awesome-multi-task-learning 233 awesome-robotics-3d 111 awesome-photogrammetry 90 awesome-open-data-centric-ai 56 awesome-ai-data-guided-projects 56 Awesome-Skeleton-based-Action-Recognition 104 Awesome-3D-Object-Detection 169 awesome-optical-flow 110 awesome-holistic-3d 129 awesome-data-annotation 93 Awesome-Parameter-Efficient-Transfer-Learning 124 awesome-panoptic-segmentation 45 awesome-computer-vision-models 189 awesome-state-of-depth-completion 71 awesome-robotics-datasets 79 awesome-nerf-editing 537 arctic 34 awesome-image-alignment-and-stitching 108 Awesome-Distributed-Deep-Learning 44 Awesome-Monocular-3D-detection 97
Computer vision Categories
Papers 4,501 fl in top-tier journal 3,255 Blogs 2,917 **Literature and Codes** 2,279 NLP 1,781 fl in top ml conference and journal 1,564 Conference Papers 1,279 Uncategorized 1,026 Citing 888 fl in top ai conference and journal 759 Image Classification / Backbone 732 fl in top cv conference and journal 673 Computer Vision 579 :bookmark_tabs: Research Papers 553 ๐Ÿ—ƒ๏ธRecent Research 549 Segmentation 522 Other World Model Paper 511 100 + ๐—”๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฎ๐—น ๐—œ๐—ป๐˜๐—ฒ๐—น๐—น๐—ถ๐—ด๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ฃ๐—ฟ๐—ผ๐—ท๐—ฒ๐—ฐ๐˜ ๐—Ÿ๐—ถ๐˜€๐˜ ๐˜„๐—ถ๐˜๐—ต ๐—ฐ๐—ผ๐—ฑ๐—ฒ 495 Datasets 465 Detection 455