My undergraduate Final Year Project awarded as the Excellent Bachelor's Project. It develops a vision-based sign language recognition system with multiple machine-learning models, which currently can recognize 10 static and 2 dynamic gesutures in ASL with testing accuracy of 99.68%.

A real-time American Sign Language (ASL) recognition system

Deaf and mute people use sign language to communicate. Unlike acoustically conveyed sound patterns, sign language uses hand gestures, facial expressions, body language and manual communication to convey thoughts. Due to the considerable time required in learning Sign Language, people find it difficult to communicate with specially-abled people, creating a communication gap. Hence conventionally, people face problems in recognizing sign language. Moreover, different countries have their respective form of sign gesture communication which results in non-uniformity. The Indian Sign Language used in India is largely different from the American Sign Language used in the US, mostly because of the difference in culture, geographical and historical context. Somewhere between 138 and 300 different types of sign language are currently being used throughout the world. Sign language structure varies spatially and temporally. We have identified these as a major barrier in communicating with a significant part of society. And hence, we propose to design a system that recognizes different signs and conveys the information to people. The component of any sign language consists of hand shape, motion and place of articulation. When combined, these three components (together with palm orientation) uniquely determine the meaning of the manual sign. For sign language identification, sensor-based and vision-based methods are used. In vision-based gesture recognition technology, a camera reads the movements of the human body, typically hand movements and uses these gestures to interpret sign language; whereas in sensor-based methods, real-time hand and finger movements can be monitored using the leap motion sensor. We aim at developing a scalable project where we will be considering different hand gestures to recognize the letters and words. We plan to use different deep learning models to predict the sign. This may be developed as a desktop or mobile application to enable specially-abled people to communicate easily and effectively with others. However, this project can later be extended to capture the whole vocabulary of ASL (American Sign Language) through manual and non-manual signs.

The ASL Recognition System is a real‑time American Sign Language (ASL) gesture‑recognition application built with Python, TensorFlow Lite, OpenCV, and MediaPipe. It captures hand landmarks from a webcam, processes them through a lightweight neural network, and instantly translates the gestures into alphabet letters (A‑Z).

A DIY sensor glove based gesture recognition system for translating alphabets in American Sign Language ASL gestures.

This project implements Vietnamese Sign Language (VSL) and American Sign Language (ASL) recognition using the YOLOv8 object detection framework. The goal is to build a system capable of detecting and classifying hand signs in real time, supporting communication for the deaf and hard-of-hearing community.

A hand gesture recognition system that recognizes dynamic gestures. Used to translate several American Sign Language (ASL) gestures.

ASL Translator is a real-time hand gesture recognition system that translates American Sign Language (ASL) alphabet signs into text. Using MediaPipe's hand tracking and custom geometric pattern matching algorithms, it provides accurate letter recognition with visual feedback.

🤟 ASL Gesture Recognition using OpenCV & SVM 🎯 A real-time system to recognize ASL alphabets (A–Z) using just a webcam! Built with 🐍 Python, 📷 OpenCV, and 🤖 SVM, it captures hand gestures, extracts HOG features, and predicts the sign language letter. 🔧 Tech Used: 📸 Webcam + OpenCV 🧠 SVM Classifier 📊 HOG Features 🐍 Python

Sign Language Recognition Platform - A real-time American Sign Language (ASL) recognition system using MediaPipe and React for empowering communication between hearing-impaired individuals and the wider world.

The Sign Language Alphabet Recognition System uses deep learning to detect and interpret American Sign Language (ASL) alphabets from live camera video.

This project is aimed at detecting American Sign Language (ASL) alphabets in real-time using computer vision. The system utilizes OpenCV for image processing, MediaPipe for hand detection, and a Random Forest classifier from scikit-learn for alphabet recognition.

ASL recognition system.

No description available

American Sign Language (ASL) Recognition System

Real Time ASL Recognition System that can recognize American Sign Language from webcam or video in the real time with high accuracy

No description available

ASL Alphabet Recognition Using YOLOv11: A Vision-Based System

ASL Recognition Project A real-time American Sign Language (ASL) recognition system leveraging computer vision and deep learning (TensorFlow/Keras) to translate hand gestures into text/speech. Designed to bridge communication gaps by enabling seamless interaction between ASL users and non-signers.

Real-time American Sign Language (ASL) Alphabet Recognition using MediaPipe Hand Landmarks and Deep Learning. The system collects hand landmark data, trains a neural network, and performs live ASL prediction via webcam.

A real-time American Sign Language (ASL) recognition system that uses hand keypoints to classify static hand gestures from webcam video.

A deep learning-based system for real-time American Sign Language (ASL) alphabet recognition using a webcam and Convolutional Neural Networks (CNN).

ASL Gesture Recognition System" is a Python-based application that utilizes machine learning techniques to recognize American Sign Language (ASL) gestures from video input. The application detects hand gestures in real-time using computer vision techniques and predicts the corresponding ASL letters using a pre-trained deep learning model

HandWave is a lightweight, containerized American Sign Language (ASL) recognition system that uses computer vision and machine learning to interpret hand gestures captured through a webcam.

ASL-Interpreter-AI is a real-time American Sign Language (ASL) recognition system built using Python, OpenCV, and MediaPipe. It leverages computer vision and deep learning to detect hand landmarks and classify gestures into text, providing an accessible tool for bridging communication gaps between signers and non-signers.

A real-time ASL alphabet recognition system using MediaPipe and RandomForest, trained on 5,200+ images to classify all 26 letters with 99% accuracy. Built with Python and Scikit-learn for gesture-based communication.

A real-time hand gesture recognition system that uses deep learning to detect American Sign Language (ASL) characters (0-9, A-Z) from webcam input. The system provides both visual predictions and speech feedback using text-to-speech. Built with OpenCV, TensorFlow, and pyttsx3.

Process: hl2_osx [652] Path: /Users/USER/Library/Application Support/Steam/*/hl2_osx Identifier: hl2_osx Version: ??? Code Type: X86 (Native) Parent Process: steam [245] Responsible: bash [199] User ID: 501 Date/Time: 2014-04-29 18:39:16.656 -0400 OS Version: Mac OS X 10.9.2 (13C64) Report Version: 11 Anonymous UUID: 08B353F1-A7B8-752A-2570-FF31270E0259 Sleep/Wake UUID: FE208EDC-F7C3-483F-A4A5-D82235323960 Crashed Thread: 0 AwesomiumBrowserMain Dispatch queue: com.apple.main-thread Exception Type: EXC_BAD_INSTRUCTION (SIGILL) Exception Codes: 0x0000000000000001, 0x0000000000000000 Thread 0 Crashed:: AwesomiumBrowserMain Dispatch queue: com.apple.main-thread 0 Awesomium 0x1b152ce1 0x1ad6a000 + 4099297 1 libsystem_malloc.dylib 0x93a793f5 szone_error + 237 2 libsystem_malloc.dylib 0x93a7384b allocate_pages + 330 3 libsystem_malloc.dylib 0x93a78d95 large_malloc + 400 4 libsystem_malloc.dylib 0x93a7e0ac szone_malloc_should_clear + 255 5 libsystem_malloc.dylib 0x93a73b6a szone_malloc + 24 6 Awesomium 0x1b1536d1 0x1ad6a000 + 4101841 7 libsystem_malloc.dylib 0x93a8055b malloc_zone_malloc + 75 8 libsystem_malloc.dylib 0x93a80f44 malloc + 52 9 libtogl.dylib 0x003795ed CGLMTex::CGLMTex(GLMContext*, GLMTexLayout*, GLMTexSamplingParams*, char*) + 781 10 libtogl.dylib 0x00393b04 GLMContext::NewTex(GLMTexLayoutKey*, char*) + 308 11 libtogl.dylib 0x00386df6 IDirect3DDevice9::CreateTexture(unsigned int, unsigned int, unsigned int, unsigned int, _D3DFORMAT, _D3DPOOL, IDirect3DTexture9**, void**, char*) + 310 12 shaderapidx9.dylib 0x08889bdb CreateD3DTexture(int, int, int, ImageFormat, int, int, char*) + 507 13 shaderapidx9.dylib 0x08874593 CShaderAPIDx8::CreateTextures(int*, int, int, int, int, ImageFormat, int, int, int, char const*, char const*) + 291 14 shaderapidx9.dylib 0x088748e3 non-virtual thunk to CShaderAPIDx8::CreateTextures(int*, int, int, int, int, ImageFormat, int, int, int, char const*, char const*) + 99 15 materialsystem.dylib 0x05fe8eb2 CTexture::AllocateShaderAPITextures() + 482 16 materialsystem.dylib 0x05fe98e2 CTexture::ReconstructTexture() + 594 17 materialsystem.dylib 0x05fe9dfa CTexture::Download(Rect_t*, int) + 122 18 materialsystem.dylib 0x05fffd87 CTextureManager::LoadTexture(char const*, char const*, int) + 279 19 materialsystem.dylib 0x060005a8 CTextureManager::FindOrLoadTexture(char const*, char const*, int) + 56 20 materialsystem.dylib 0x05fb720c CMaterialSystem::FindTexture(char const*, char const*, bool, int) + 252 21 materialsystem.dylib 0x05ffc318 CShaderSystem::LoadTexture(IMaterialVar*, char const*, int) + 152 22 stdshader_dx9.dylib 0x0af861f5 CBaseShader::LoadTexture(int, int) + 85 23 stdshader_dx9.dylib 0x0af6ba36 InitVertexLitGeneric_DX9(CBaseVSShader*, IMaterialVar**, bool, VertexLitGeneric_DX9_Vars_t&) + 214 24 stdshader_dx9.dylib 0x0af66727 VertexLitGeneric::CShader::OnInitShaderInstance(IMaterialVar**, IShaderInit*, char const*) + 87 25 stdshader_dx9.dylib 0x0af85d84 CBaseShader::InitShaderInstance(IMaterialVar**, IShaderInit*, char const*, char const*) + 68 26 materialsystem.dylib 0x05ffaefe CShaderSystem::InitShaderInstance(IShader*, IMaterialVar**, char const*, char const*) + 94 27 materialsystem.dylib 0x05fa7652 CMaterial::Precache() + 194 28 materialsystem.dylib 0x05fa6ccc CMaterial::UsesEnvCubemap() + 28 29 materialsystem.dylib 0x05fcf764 CMaterial_QueueFriendly::UsesEnvCubemap() + 20 30 studiorender.dylib 0x0714c03a CStudioRenderContext::ComputeMaterialFlags(studiohdr_t*, studioloddata_t&, IMaterial*) + 26 31 studiorender.dylib 0x0714c5d5 CStudioRenderContext::LoadMaterials(studiohdr_t*, OptimizedModel::FileHeader_t*, studioloddata_t&, int) + 1237 32 studiorender.dylib 0x0714e8b5 CStudioRenderContext::LoadModel(studiohdr_t*, void*, studiohwdata_t*) + 373 33 datacache.dylib 0x058737c8 CMDLCache::BuildHardwareData(unsigned short, studiodata_t*, studiohdr_t*, OptimizedModel::FileHeader_t*) + 216 34 datacache.dylib 0x05874771 CMDLCache::ProcessDataIntoCache(unsigned short, MDLCacheDataType_t, int, void*, int, bool) + 481 35 datacache.dylib 0x058720a9 CMDLCache::ProcessPendingAsync(int) + 409 36 datacache.dylib 0x058733dc CMDLCache::LoadHardwareData(unsigned short) + 1820 37 datacache.dylib 0x05873900 CMDLCache::GetHardwareData(unsigned short) + 112 38 datacache.dylib 0x05874e1d CMDLCache::TouchAllData(unsigned short) + 237 39 engine.dylib 0x04ff6f2b Mod_TouchAllData(model_t*, int) + 283 40 engine.dylib 0x04ff8498 CModelLoader::Studio_LoadModel(model_t*, bool) + 664 41 engine.dylib 0x04ff7b8c CModelLoader::LoadModel(model_t*, IModelLoader::REFERENCETYPE*) + 348 42 engine.dylib 0x04ff7a22 CModelLoader::GetModelForName(char const*, IModelLoader::REFERENCETYPE) + 50 43 engine.dylib 0x04ec6429 CClientState::SetModel(int) + 329 44 engine.dylib 0x04ef02b1 Callback_ModelChanged(void*, INetworkStringTable*, int, char const*, void const*) + 49 45 engine.dylib 0x04ef060b CL_InstallAndInvokeClientStringTableCallbacks() + 235 46 engine.dylib 0x04ec568f CClientState::FinishSignonState_New() + 127 47 engine.dylib 0x04ec7bef CClientState::CheckUpdatingSteamResources() + 975 48 engine.dylib 0x04fa1074 _Host_RunFrame_Client(bool) + 180 49 engine.dylib 0x04fa28cb _Host_RunFrame(float) + 2955 50 engine.dylib 0x04fbbecb CHostState::State_Run(float) + 267 51 engine.dylib 0x04fbb1bc CHostState::FrameUpdate(float) + 380 52 engine.dylib 0x04fbb035 HostState_Frame(float) + 37 53 engine.dylib 0x05093269 CEngine::Frame() + 969 54 engine.dylib 0x050901f9 CEngineAPI::MainLoop() + 345 55 engine.dylib 0x05090c50 CModAppSystemGroup::Main() + 208 56 engine.dylib 0x050d863e CAppSystemGroup::Run() + 46 57 engine.dylib 0x05090549 CEngineAPI::RunListenServer() + 105 58 launcher.dylib 0x00343c1a CSourceAppSystemGroup::Main() + 26 59 launcher.dylib 0x0034f64e CAppSystemGroup::Run() + 46 60 launcher.dylib 0x003595fb CSteamApplication::Main() + 43 61 launcher.dylib 0x0034f64e CAppSystemGroup::Run() + 46 62 launcher.dylib 0x003567bd MainFunctionThread(void*) + 77 63 launcher.dylib 0x00356ac4 ValveCocoaMain + 452 64 launcher.dylib 0x003442d6 LauncherMain + 1078 65 hl2_osx 0x00001d95 start + 53 Thread 1:: Dispatch queue: com.apple.libdispatch-manager 0 libsystem_kernel.dylib 0x9a300992 kevent64 + 10 1 libdispatch.dylib 0x923a58ad _dispatch_mgr_invoke + 238 2 libdispatch.dylib 0x923a5546 _dispatch_mgr_thread + 52 Thread 2: 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046c25 pthread_cond_timedwait$UNIX2003 + 71 3 libtier0.dylib 0x0004b6c0 CThreadSyncObject::Wait(unsigned int) + 288 4 libtier0.dylib 0x0004b968 CThreadEvent::Wait(unsigned int) + 24 5 filesystem_stdio.dylib 0x046a5b2d CFileTracker2::ThreadedProcessMD5Requests() + 653 6 filesystem_stdio.dylib 0x046a5891 ThreadStubProcessMD5Requests(void*) + 17 7 libtier0.dylib 0x0004b301 ThreadProcConvert(void*) + 33 8 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 9 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 10 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 3: 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046c25 pthread_cond_timedwait$UNIX2003 + 71 3 libtier0.dylib 0x0004b6c0 CThreadSyncObject::Wait(unsigned int) + 288 4 libtier0.dylib 0x0004b968 CThreadEvent::Wait(unsigned int) + 24 5 libvstdlib.dylib 0x0006e21b CJobThread::Run() + 139 6 libtier0.dylib 0x0004cb7e CThread::ThreadProc(void*) + 206 7 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 8 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 9 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 4:: IOPollingHelperThread 0 libsystem_kernel.dylib 0x9a300976 kevent + 10 1 steamclient.dylib 0x090661d9 OSXHelpers::CIOPollingHelper::RealRun() + 255 2 libtier0_s.dylib 0x0a01bc01 CatchAndWriteContext_t::Invoke() + 159 3 libtier0_s.dylib 0x0a01b627 CatchAndWriteMiniDump_Impl(CatchAndWriteContext_t&) + 214 4 libtier0_s.dylib 0x0a01b709 CatchAndWriteMiniDumpExForVoidPtrFn + 86 5 libtier0_s.dylib 0x0a01b731 CatchAndWriteMiniDumpForVoidPtrFn + 35 6 steamclient.dylib 0x090660c9 OSXHelpers::CIOPollingHelper::Run() + 41 7 libtier0_s.dylib 0x0a01ff7a SteamThreadTools::CThread::ThreadExceptionWrapper(void*) + 16 8 libtier0_s.dylib 0x0a01bc01 CatchAndWriteContext_t::Invoke() + 159 9 libtier0_s.dylib 0x0a01b627 CatchAndWriteMiniDump_Impl(CatchAndWriteContext_t&) + 214 10 libtier0_s.dylib 0x0a01b709 CatchAndWriteMiniDumpExForVoidPtrFn + 86 11 libtier0_s.dylib 0x0a01b731 CatchAndWriteMiniDumpForVoidPtrFn + 35 12 libtier0_s.dylib 0x0a01feee SteamThreadTools::CThread::ThreadProc(void*) + 222 13 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 14 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 15 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 5: 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046c25 pthread_cond_timedwait$UNIX2003 + 71 3 libtier0.dylib 0x0004b6c0 CThreadSyncObject::Wait(unsigned int) + 288 4 libtier0.dylib 0x0004b968 CThreadEvent::Wait(unsigned int) + 24 5 libvstdlib.dylib 0x0006e232 CJobThread::Run() + 162 6 libtier0.dylib 0x0004cb7e CThread::ThreadProc(void*) + 206 7 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 8 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 9 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 6: 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046c25 pthread_cond_timedwait$UNIX2003 + 71 3 libtier0.dylib 0x0004b6c0 CThreadSyncObject::Wait(unsigned int) + 288 4 libtier0.dylib 0x0004b968 CThreadEvent::Wait(unsigned int) + 24 5 libvstdlib.dylib 0x0006e21b CJobThread::Run() + 139 6 libtier0.dylib 0x0004cb7e CThread::ThreadProc(void*) + 206 7 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 8 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 9 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 7: 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046c25 pthread_cond_timedwait$UNIX2003 + 71 3 libtier0.dylib 0x0004b6c0 CThreadSyncObject::Wait(unsigned int) + 288 4 libtier0.dylib 0x0004b968 CThreadEvent::Wait(unsigned int) + 24 5 libvstdlib.dylib 0x0006e232 CJobThread::Run() + 162 6 libtier0.dylib 0x0004cb7e CThread::ThreadProc(void*) + 206 7 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 8 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 9 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 8: 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046c25 pthread_cond_timedwait$UNIX2003 + 71 3 libtier0.dylib 0x0004b6c0 CThreadSyncObject::Wait(unsigned int) + 288 4 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0x1b1188df 0x1ad6a000 + 3860703 8 Awesomium 0x1b11848c 0x1ad6a000 + 3859596 9 Awesomium 0x1b143893 0x1ad6a000 + 4036755 10 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 11 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 12 Awesomium 0x1b165158 0x1ad6a000 + 4174168 13 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 14 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 15 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 16 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 14:: AudioThread 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046bd9 pthread_cond_wait$UNIX2003 + 71 3 Awesomium 0x1b15d5f3 0x1ad6a000 + 4142579 4 Awesomium 0x1b15e2bb 0x1ad6a000 + 4145851 5 Awesomium 0x1b15e0e2 0x1ad6a000 + 4145378 6 Awesomium 0x1b14752b 0x1ad6a000 + 4052267 7 Awesomium 0x1b143893 0x1ad6a000 + 4036755 8 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 9 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 10 Awesomium 0x1b165158 0x1ad6a000 + 4174168 11 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 12 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 13 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 14 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 15:: Chrome_DBThread 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046bd9 pthread_cond_wait$UNIX2003 + 71 3 Awesomium 0x1b15d5f3 0x1ad6a000 + 4142579 4 Awesomium 0x1b15e2bb 0x1ad6a000 + 4145851 5 Awesomium 0x1b15e0e2 0x1ad6a000 + 4145378 6 Awesomium 0x1b14752b 0x1ad6a000 + 4052267 7 Awesomium 0x1b143893 0x1ad6a000 + 4036755 8 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 9 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 10 Awesomium 0x1b165158 0x1ad6a000 + 4174168 11 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 12 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 13 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 14 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 16:: Chrome_WebKitThread 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046bd9 pthread_cond_wait$UNIX2003 + 71 3 Awesomium 0x1b15d5f3 0x1ad6a000 + 4142579 4 Awesomium 0x1b15e2bb 0x1ad6a000 + 4145851 5 Awesomium 0x1b15e0e2 0x1ad6a000 + 4145378 6 Awesomium 0x1b14752b 0x1ad6a000 + 4052267 7 Awesomium 0x1b143893 0x1ad6a000 + 4036755 8 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 9 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 10 Awesomium 0x1b165158 0x1ad6a000 + 4174168 11 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 12 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 13 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 14 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 17:: Chrome_FileThread 0 libsystem_kernel.dylib 0x9a300976 kevent + 10 1 Awesomium 0x1b172a69 0x1ad6a000 + 4229737 2 Awesomium 0x1b170973 0x1ad6a000 + 4221299 3 Awesomium 0x1b117746 0x1ad6a000 + 3856198 4 Awesomium 0x1b143893 0x1ad6a000 + 4036755 5 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 6 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 7 Awesomium 0x1b165158 0x1ad6a000 + 4174168 8 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 9 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 10 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 11 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 18:: Chrome_FileUserBlockingThread 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046bd9 pthread_cond_wait$UNIX2003 + 71 3 Awesomium 0x1b15d5f3 0x1ad6a000 + 4142579 4 Awesomium 0x1b15e2bb 0x1ad6a000 + 4145851 5 Awesomium 0x1b15e0e2 0x1ad6a000 + 4145378 6 Awesomium 0x1b14752b 0x1ad6a000 + 4052267 7 Awesomium 0x1b143893 0x1ad6a000 + 4036755 8 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 9 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 10 Awesomium 0x1b165158 0x1ad6a000 + 4174168 11 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 12 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 13 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 14 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 19:: Chrome_ProcessLauncherThread 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046bd9 pthread_cond_wait$UNIX2003 + 71 3 Awesomium 0x1b15d5f3 0x1ad6a000 + 4142579 4 Awesomium 0x1b15e2bb 0x1ad6a000 + 4145851 5 Awesomium 0x1b15e0e2 0x1ad6a000 + 4145378 6 Awesomium 0x1b14752b 0x1ad6a000 + 4052267 7 Awesomium 0x1b143893 0x1ad6a000 + 4036755 8 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 9 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 10 Awesomium 0x1b165158 0x1ad6a000 + 4174168 11 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 12 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 13 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 14 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 20:: Chrome_CacheThread 0 libsystem_kernel.dylib 0x9a300976 kevent + 10 1 Awesomium 0x1b172a69 0x1ad6a000 + 4229737 2 Awesomium 0x1b170973 0x1ad6a000 + 4221299 3 Awesomium 0x1b117746 0x1ad6a000 + 3856198 4 Awesomium 0x1b143893 0x1ad6a000 + 4036755 5 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 6 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 7 Awesomium 0x1b165158 0x1ad6a000 + 4174168 8 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 9 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 10 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 11 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 21:: Chrome_IOThread 0 libsystem_kernel.dylib 0x9a300976 kevent + 10 1 Awesomium 0x1b172a69 0x1ad6a000 + 4229737 2 Awesomium 0x1b170973 0x1ad6a000 + 4221299 3 Awesomium 0x1b117822 0x1ad6a000 + 3856418 4 Awesomium 0x1b143893 0x1ad6a000 + 4036755 5 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 6 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 7 Awesomium 0x1b165158 0x1ad6a000 + 4174168 8 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 9 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 10 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 11 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 22:: NetworkConfigWatcher 0 libsystem_kernel.dylib 0x9a2faf7a mach_msg_trap + 10 1 libsystem_kernel.dylib 0x9a2fa16c mach_msg + 68 2 com.apple.CoreFoundation 0x9c228d29 __CFRunLoopServiceMachPort + 169 3 com.apple.CoreFoundation 0x9c228301 __CFRunLoopRun + 1393 4 com.apple.CoreFoundation 0x9c227b1a CFRunLoopRunSpecific + 394 5 com.apple.CoreFoundation 0x9c22797b CFRunLoopRunInMode + 123 6 com.apple.Foundation 0x993512f9 -[NSRunLoop(NSRunLoop) runMode:beforeDate:] + 277 7 Awesomium 0x1b1188df 0x1ad6a000 + 3860703 8 Awesomium 0x1b11848c 0x1ad6a000 + 3859596 9 Awesomium 0x1b143893 0x1ad6a000 + 4036755 10 Awesomium 0x1b14335d 0x1ad6a000 + 4035421 11 Awesomium 0x1b1650d1 0x1ad6a000 + 4174033 12 Awesomium 0x1b165158 0x1ad6a000 + 4174168 13 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 14 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 15 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 16 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 23:: com.apple.coreaudio.AQClient 0 libsystem_kernel.dylib 0x9a2faf7a mach_msg_trap + 10 1 libsystem_kernel.dylib 0x9a2fa16c mach_msg + 68 2 com.apple.CoreFoundation 0x9c228d29 __CFRunLoopServiceMachPort + 169 3 com.apple.CoreFoundation 0x9c228301 __CFRunLoopRun + 1393 4 com.apple.CoreFoundation 0x9c227b1a CFRunLoopRunSpecific + 394 5 com.apple.CoreFoundation 0x9c22797b CFRunLoopRunInMode + 123 6 com.apple.audio.toolbox.AudioToolbox 0x9246e5b8 GenericRunLoopThread::Entry(void*) + 194 7 com.apple.audio.toolbox.AudioToolbox 0x9241ec2a CAPThread::Entry(CAPThread*) + 134 8 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 9 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 10 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 24: 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046c25 pthread_cond_timedwait$UNIX2003 + 71 3 libtier0.dylib 0x0004b6c0 CThreadSyncObject::Wait(unsigned int) + 288 4 libtier0.dylib 0x0004d35d CWorkerThread::WaitForCall(unsigned int*) + 29 5 server.dylib 0x1d4e5815 CAchievementSaveThread::Run() + 85 6 libtier0.dylib 0x0004cb7e CThread::ThreadProc(void*) + 206 7 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 8 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 9 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 25: 0 libsystem_kernel.dylib 0x9a2ff7ca __psynch_cvwait + 10 1 libsystem_pthread.dylib 0x90044d1d _pthread_cond_wait + 728 2 libsystem_pthread.dylib 0x90046c25 pthread_cond_timedwait$UNIX2003 + 71 3 libtier0.dylib 0x0004b6c0 CThreadSyncObject::Wait(unsigned int) + 288 4 libtier0.dylib 0x0004d35d CWorkerThread::WaitForCall(unsigned int*) + 29 5 client.dylib 0x1a009ad5 CAchievementSaveThread::Run() + 85 6 libtier0.dylib 0x0004cb7e CThread::ThreadProc(void*) + 206 7 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 8 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 9 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 26: 0 libsystem_kernel.dylib 0x9a2faf7a mach_msg_trap + 10 1 libsystem_kernel.dylib 0x9a2fa16c mach_msg + 68 2 Awesomium 0x1b140fcf 0x1ad6a000 + 4026319 3 Awesomium 0x1ae58685 0x1ad6a000 + 976517 4 Awesomium 0x1b163e0a 0x1ad6a000 + 4169226 5 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 6 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 7 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 27: 0 libsystem_kernel.dylib 0x9a2faf7a mach_msg_trap + 10 1 libsystem_kernel.dylib 0x9a2fa16c mach_msg + 68 2 com.apple.CoreFoundation 0x9c228d29 __CFRunLoopServiceMachPort + 169 3 com.apple.CoreFoundation 0x9c228301 __CFRunLoopRun + 1393 4 com.apple.CoreFoundation 0x9c227b1a CFRunLoopRunSpecific + 394 5 com.apple.CoreFoundation 0x9c22797b CFRunLoopRunInMode + 123 6 com.apple.AppKit 0x961dbb68 _NSEventThread + 283 7 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 8 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 9 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 28:: SocketThread 0 libsystem_kernel.dylib 0x9a300cf6 __poll + 10 1 steamclient.dylib 0x0909b499 CSocketThread::CSocketRunThread::Run() + 291 2 libtier0_s.dylib 0x0a01ff7a SteamThreadTools::CThread::ThreadExceptionWrapper(void*) + 16 3 libtier0_s.dylib 0x0a01bc01 CatchAndWriteContext_t::Invoke() + 159 4 libtier0_s.dylib 0x0a01b627 CatchAndWriteMiniDump_Impl(CatchAndWriteContext_t&) + 214 5 libtier0_s.dylib 0x0a01b709 CatchAndWriteMiniDumpExForVoidPtrFn + 86 6 libtier0_s.dylib 0x0a01b731 CatchAndWriteMiniDumpForVoidPtrFn + 35 7 libtier0_s.dylib 0x0a01feee SteamThreadTools::CThread::ThreadProc(void*) + 222 8 libsystem_pthread.dylib 0x900425fb _pthread_body + 144 9 libsystem_pthread.dylib 0x90042485 _pthread_start + 130 10 libsystem_pthread.dylib 0x90047cf2 thread_start + 34 Thread 0 crashed with X86 Thread State (32-bit): eax: 0x00000011 ebx: 0x93a79316 ecx: 0xbfffd17c edx: 0x002de200 edi: 0xbfffd128 esi: 0x1b152c80 ebp: 0xbfffd1f8 esp: 0xbfffd110 ss: 0x00000023 efl: 0x00010286 eip: 0x1b152ce1 cs: 0x0000001b ds: 0x00000023 es: 0x00000023 fs: 0x00000000 gs: 0x0000000f cr2: 0x0a631000 Logical CPU: 0 Error Code: 0x00000000 Trap Number: 6 Binary Images: 0x1000 - 0x1ffb +hl2_osx (???) <2BFDCE46-AD63-38F7-8048-DB30FD20DE06> /Users/USER/Library/Application Support/Steam/*/hl2_osx 0x4000 - 0x24ff3 +gameoverlayrenderer.dylib (1) <B9EF607E-D8D8-3313-AA27-068AD5F23A7C> /Users/USER/Desktop/Steam.app/Contents/MacOS/osx32/gameoverlayrenderer.dylib 0x42000 - 0x43ff3 +steamloader.dylib (0) <B203BC3A-0BB3-3693-B6EE-1CAD86A1BFDE> /Users/USER/Desktop/Steam.app/Contents/MacOS/osx32/steamloader.dylib 0x46000 - 0x5aff7 +libtier0.dylib (1) <DFF4C3AD-697C-327F-A1A4-15DDA92D73ED> /Users/USER/Library/Application Support/Steam/*/libtier0.dylib 0x66000 - 0x7cfff +libvstdlib.dylib (1) <63824BAE-EDFF-3893-869B-26EE3564F7A0> /Users/USER/Library/Application Support/Steam/*/libvstdlib.dylib 0x340000 - 0x361ff7 +launcher.dylib (1) <F41A136F-04A1-3B36-8F90-6288515A2323> /Users/USER/Library/Application Support/Steam/*/launcher.dylib 0x374000 - 0x3b8ffb +libtogl.dylib (1) <B541685F-1E33-3039-A0AD-D4BA697BD015> /Users/USER/Library/Application Support/Steam/*/libtogl.dylib 0x6b6000 - 0x6bbff7 +libsteam_api.dylib (1) <0F0B01B6-ECB2-3F57-8911-197F6ED26E75> /Users/USER/Library/Application Support/Steam/*/libsteam_api.dylib 0x6c4000 - 0x6ebff7 com.apple.audio.OpenAL (1.7 - 1.7) <E17E6E36-968C-37A3-929C-53B78E28862E> /System/Library/Frameworks/OpenAL.framework/Versions/A/OpenAL 0x4673000 - 0x478aff3 +filesystem_stdio.dylib (1) <413BAAE7-437A-3FA0-8357-AF9069C7F500> /Users/USER/Library/Application Support/Steam/*/filesystem_stdio.dylib 0x47f2000 - 0x47f5ffd com.apple.ForceFeedback (1.0.6 - 1.0.6) <C790BFE4-111A-36A5-A830-125B10B9BEA7> /System/Library/Frameworks/ForceFeedback.framework/Versions/A/ForceFeedback 0x49b9000 - 0x4c43fe7 +libsteam.dylib (1) <EA5BD60D-7352-3A97-BBB7-5B561C9D3B52> /Users/USER/Desktop/Steam.app/Contents/MacOS/osx32/libsteam.dylib 0x4e12000 - 0x528cffb +engine.dylib (1) <A5681C28-E43C-36E5-976A-36F27A32ABB9> /Users/USER/Library/Application Support/Steam/*/engine.dylib 0x5845000 - 0x5849ffd com.apple.audio.AppleHDAHALPlugIn (2.6.0 - 2.6.0f1) <D5FE0F6F-95E3-3F9D-A6AF-D721CBD801AC> /System/Library/Extensions/AppleHDA.kext/Contents/PlugIns/AppleHDAHALPlugIn.bundle/Contents/MacOS/AppleHDAHALPlugIn 0x584e000 - 0x5857ffb +inputsystem.dylib (1) <C9AF227A-2BDE-3328-BC8F-39234927A6A6> /Users/USER/Library/Application Support/Steam/*/inputsystem.dylib 0x5861000 - 0x588bfff +datacache.dylib (1) <59F7AFE8-678D-3D27-9B2D-EE02D995CA48> /Users/USER/Library/Application Support/Steam/*/datacache.dylib 0x58cb000 - 0x5acbffd com.apple.audio.units.Components (1.10 - 1.10) <5BF69E31-FBA9-3B6D-8CC1-6D8C851804A5> /System/Library/Components/CoreAudio.component/Contents/MacOS/CoreAudio 0x5fa1000 - 0x6050ff7 +materialsystem.dylib (1) <C27927E4-3416-369E-8808-428A1DC971EB> /Users/USER/Library/Application Support/Steam/*/materialsystem.dylib 0x70db000 - 0x7163fff +studiorender.dylib (1) <27EB0161-F94D-3ECD-B276-9D37456291E5> /Users/USER/Library/Application Support/Steam/*/studiorender.dylib 0x7505000 - 0x7611ff3 +vphysics.dylib (1) <AA550A6F-95E2-3937-8DE2-962C0A257A94> /Users/USER/Library/Application Support/Steam/*/vphysics.dylib 0x7671000 - 0x7746fff +vguimatsurface.dylib (1) <58D7CE35-34BF-3EFB-90E8-BD2C34CFD733> /Users/USER/Library/Application Support/Steam/*/vguimatsurface.dylib 0x7817000 - 0x7841ffb +vgui2.dylib (1) <8602BEB2-9584-3339-88AB-723D6378D800> /Users/USER/Library/Application Support/Steam/*/vgui2.dylib 0x8855000 - 0x88b5ff7 +shaderapidx9.dylib (1) <A655F7E3-A4EF-3C21-B667-8AB03B593048> /Users/USER/Library/Application Support/Steam/*/shaderapidx9.dylib 0x88ef000 - 0x94c9f8b +steamclient.dylib (1) <ED6B0DE8-F93B-38AD-9BCD-5E5818519D67> /Users/USER/Desktop/Steam.app/Contents/MacOS/osx32/steamclient.dylib 0xa016000 - 0xa02bfff +libtier0_s.dylib (1) <5194CFF6-8452-331A-B319-8A009334B62E> /Users/USER/Desktop/Steam.app/Contents/MacOS/osx32/libtier0_s.dylib 0xa049000 - 0xa069ff3 +libvstdlib_s.dylib (1) <B6AF6126-8292-3902-9073-3CE604EFE675> /Users/USER/Desktop/Steam.app/Contents/MacOS/osx32/libvstdlib_s.dylib 0xa092000 - 0xa09eff3 +crashhandler.dylib (1) <ED1D8A36-8CAA-30B9-A4BD-5ACDDA63E0A6> /Users/USER/Desktop/Steam.app/Contents/MacOS/osx32/crashhandler.dylib 0xa0b5000 - 0xa0bcffb +com.googlecode.google-breakpad (1.0) <1FB65688-E4F2-3A2B-A6FA-8254B38161CB> /Users/USER/Desktop/Steam.app/Contents/MacOS/Frameworks/Breakpad.framework/Versions/A/Breakpad 0xa0c8000 - 0xa0d7ff3 +breakpadUtilities.dylib (1) <B0D2A474-3BAE-3040-902B-B2BE375E7405> 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A comprehensive deep learning-based American Sign Language (ASL) recognition system with real-time hand detection, transfer learning, and model explainability features.

ASL Recognition System