{"reference_analysis":{"provider":"Microsoft Azure Vision","checked_at":"2026-10-08","source_access":{"en":"Official project and developer sources reviewed; no provider API was called. Expected outputs below are our illustrative contracts, not measured results.","zh-TW":"已核對官方專案與開發來源；沒有呼叫供應商 API。下方預期輸出是本站示意契約，不是實測結果。"},"selection_basis":{"en":"Ten documented technical entry points, selected by task; not ten independent SDKs or an official ranking.","zh-TW":"依任務選出的十個有文件技術入口；不是十套獨立 SDK 或官方排名。"},"about_url":"https://www.microsoft.com/en-us/about","about":[{"label":{"en":"Mission","zh-TW":"使命"},"value":{"en":"Microsoft frames its mission around enabling people and organizations through technology.","zh-TW":"Microsoft 以科技協助個人與組織發揮能力為使命。"}},{"label":{"en":"Commitments","zh-TW":"公開承諾"},"value":{"en":"Its About page covers opportunity, trust, rights and sustainability.","zh-TW":"About 涵蓋機會、信任、權利與永續。"}},{"label":{"en":"Ecosystem","zh-TW":"生態系"},"value":{"en":"Cloud, developer tools, products, careers and corporate information are linked from the company page.","zh-TW":"公司頁串聯雲端、開發工具、產品、職涯與公司資訊。"}}],"items":[{"id":"migration","name":"Migration options","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/migration-options","audience":{"en":"Architect / product owner","zh-TW":"架構師／產品負責人"},"capability":{"en":"Plan replacement of the retiring Image Analysis service.","zh-TW":"規劃即將退役的 Image Analysis 替代路徑。"},"io":{"en":"Existing feature dependencies → migration plan","zh-TW":"現有功能依賴 → 遷移計畫"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"Retirement is September 25, 2028; do not present this as a fresh long-term default.","zh-TW":"退役日為 2028-09-25，不應當作全新長期專案預設。"},"validation":{"en":"Map each used feature to a tested replacement.","zh-TW":"逐項將已用功能對應至驗證過的替代方案。"}},{"id":"sdk","name":"Image Analysis 4.0 SDK / REST quickstart","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/quickstarts-sdk/image-analysis-client-library-40","audience":{"en":"Application developer","zh-TW":"應用工程師"},"capability":{"en":"Initialize a client and request selected image features.","zh-TW":"初始化 client 並請求選定影像功能。"},"io":{"en":"Image + features → analysis result","zh-TW":"影像＋功能 → 分析結果"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"An SDK example does not resolve service lifecycle or regional support.","zh-TW":"SDK 範例無法消除服務生命週期與區域限制。"},"validation":{"en":"Record endpoint, version and feature list in the contract.","zh-TW":"在契約記錄端點、版本與功能清單。"}},{"id":"legacy","name":"Image Analysis 3.2 call guide","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/how-to/call-analyze-image","audience":{"en":"Legacy integration owner","zh-TW":"舊系統整合負責人"},"capability":{"en":"Review existing 3.2 request and response handling.","zh-TW":"檢視既有 3.2 請求與回應處理。"},"io":{"en":"Legacy image request → selected visual features","zh-TW":"舊版影像請求 → 選定視覺特徵"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"Do not mix 3.2 and 4.0 schemas.","zh-TW":"不可混用 3.2 與 4.0 資料結構。"},"validation":{"en":"Keep a versioned fixture for the currently deployed adapter.","zh-TW":"保留現用轉接器的版本化樣本。"}},{"id":"tags","name":"Content tags","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-tag-images-40","audience":{"en":"Catalogue / search team","zh-TW":"型錄／搜尋團隊"},"capability":{"en":"Generate semantic tags for images.","zh-TW":"產生影像語意標籤。"},"io":{"en":"Image → tags with confidence","zh-TW":"影像 → 標籤與信心分數"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"Generic tags do not establish exact part identity.","zh-TW":"一般標籤不能確認精確料號。"},"validation":{"en":"Compare relevant tags with a human catalogue taxonomy.","zh-TW":"與人工型錄分類比較標籤關聯性。"}},{"id":"objects","name":"Object detection","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-object-detection-40","audience":{"en":"Vision UI developer","zh-TW":"視覺介面工程師"},"capability":{"en":"Locate recognized object instances.","zh-TW":"定位可辨識物件實例。"},"io":{"en":"Image → object boxes and scores","zh-TW":"影像 → 物件框與分數"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"Object classes are not custom defect classes.","zh-TW":"物件類別不是自訂缺陷類別。"},"validation":{"en":"Verify box alignment after resizing the image.","zh-TW":"影像縮放後核對框線對齊。"}},{"id":"captions","name":"Image and dense captions","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-describe-images-40","audience":{"en":"Content / accessibility team","zh-TW":"內容／無障礙團隊"},"capability":{"en":"Describe an image or its regions.","zh-TW":"描述影像或局部區域。"},"io":{"en":"Image → descriptive text","zh-TW":"影像 → 描述文字"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"Generated descriptions require review and regional availability checks.","zh-TW":"生成描述需複核，並確認區域支援。"},"validation":{"en":"Reject invented material, model or certification claims.","zh-TW":"拒絕虛構材質、型號或認證敘述。"}},{"id":"ocr","name":"Image OCR","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-ocr","audience":{"en":"Document intake developer","zh-TW":"文件收件工程師"},"capability":{"en":"Extract text from photographed content.","zh-TW":"從拍攝內容擷取文字。"},"io":{"en":"Image → text and positions","zh-TW":"影像 → 文字與位置"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"Recognition alone does not parse tolerances or units.","zh-TW":"辨識文字本身不會解析公差或單位。"},"validation":{"en":"Compare part numbers character-by-character.","zh-TW":"逐字比對料號。"}},{"id":"crop","name":"Smart-cropped thumbnails","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-generate-thumbnails-40","audience":{"en":"Catalogue UI engineer","zh-TW":"型錄介面工程師"},"capability":{"en":"Find a crop region for an aspect ratio.","zh-TW":"找出符合長寬比的裁切區域。"},"io":{"en":"Image + ratio → crop coordinates","zh-TW":"影像＋比例 → 裁切座標"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"Cropping can hide engineering evidence.","zh-TW":"裁切可能隱藏工程證據。"},"validation":{"en":"Retain the original and verify dimensions remain visible.","zh-TW":"保留原圖並確認尺寸仍可見。"}},{"id":"language","name":"Language support","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/language-support","audience":{"en":"Localization / QA team","zh-TW":"本地化／QA 團隊"},"capability":{"en":"Check feature-specific language support.","zh-TW":"確認各功能支援語言。"},"io":{"en":"Feature + language → supported-path decision","zh-TW":"功能＋語言 → 支援路徑決策"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"One feature’s language list does not cover every other feature.","zh-TW":"單一功能語言清單不適用全部功能。"},"validation":{"en":"Test the actual document language and mixed scripts.","zh-TW":"測試實際文件語言與混合文字。"}},{"id":"read-alternative","name":"Document Intelligence Read alternative","kind":"API / SDK / developer guide","url":"https://learn.microsoft.com/en-us/azure/ai-services/document-intelligence/prebuilt/read?view=doc-intel-4.0.0","audience":{"en":"OCR migration team","zh-TW":"OCR 遷移團隊"},"capability":{"en":"Evaluate Read as an OCR replacement path.","zh-TW":"評估 Read 作為 OCR 替代路徑。"},"io":{"en":"Document → extracted text structure","zh-TW":"文件 → 擷取文字結構"},"runtime":{"en":"Azure cloud; feature, API version and region dependent","zh-TW":"Azure 雲端；依功能、API 版本與區域而定"},"constraint":{"en":"Separate service and schema; not a drop-in replacement.","zh-TW":"不同服務與結構，不是直接替換。"},"validation":{"en":"Map text order, coordinates and errors before migration.","zh-TW":"遷移前對應文字順序、座標與錯誤。"}}],"supporting_references":[{"id":"documentation","name":"Official documentation overview","url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/overview","audience":{"en":"Developers and product owners selecting the supported technical path.","zh-TW":"選擇支援技術路徑的工程師與產品負責人。"},"validation":{"en":"Choose the operation, supported version and runtime before assigning implementation.","zh-TW":"安排實作前先選定操作、支援版本與執行環境。"}}],"notice":{"en":"Lifecycle gate: Image Analysis is scheduled to retire on 2028-09-25. This page documents existing integrations and migration assessment, not an unconditional new-build recommendation.","zh-TW":"生命週期門檻：Image Analysis 預定 2028-09-25 退役。本頁用於既有整合與遷移評估，不是無條件的新建專案推薦。"}},"content_coverage":{"reference_guide":true,"developer_starter":false,"expected_results":true,"integration_test":"not-run","updated_at":"2026-10-08"},"developer_starter":{"version":"1.0.0","verification":"illustrative-contract-only;live-provider-not-run","filename":"AzureVision-expected-results.json","format":"json-example","scope":{"en":"Existing-image analysis and migration specification; no cloud request is executed.","zh-TW":"既有影像分析與遷移規格；不執行雲端請求。"},"setup":{"en":"Review the scenarios below and map the actual SDK response into this internal contract. No credential, API call or live output is included. Replace example data only after your own integration test.","zh-TW":"先審閱下方情境，再將實際 SDK 回應對應至此內部契約。此處不含憑證、API 呼叫或真實輸出，示意資料須在自行串接測試後替換。"},"code":"{\n  \"schema_version\": \"1.0.0\",\n  \"example\": true,\n  \"provider\": \"Microsoft Azure Vision\",\n  \"status\": \"ok\",\n  \"input_id\": \"sample-001\",\n  \"data\": [\n    {\n      \"label\": \"metal object\",\n      \"score\": 0.8\n    }\n  ],\n  \"error\": null,\n  \"verification\": \"illustrative-only;not-provider-response\"\n}","expected_results":[{"scenario":{"en":"Valid image","zh-TW":"有效影像"},"input":{"en":"Authorized image and selected tags feature","zh-TW":"授權影像及 tags 功能"},"output":{"en":"ok with tag names and normalized scores","zh-TW":"ok，含標籤名稱與正規化分數"},"acceptance":{"en":"Validate structure; human-check tag usefulness","zh-TW":"驗證結構，人工確認標籤實用性"}},{"scenario":{"en":"No qualifying tags","zh-TW":"無符合標籤"},"input":{"en":"Valid image without relevant labels","zh-TW":"無相關標籤的有效影像"},"output":{"en":"ok with data=[]","zh-TW":"ok，data=[]"},"acceptance":{"en":"Do not report transport failure as empty success","zh-TW":"不能把傳輸失敗當作空成功"}},{"scenario":{"en":"Unavailable or retired service","zh-TW":"服務不可用或退役"},"input":{"en":"Unsupported endpoint/version","zh-TW":"不支援端點／版本"},"output":{"en":"error; data=null; migration_required where known","zh-TW":"error；data=null；已知情況標示 migration_required"},"acceptance":{"en":"Display actionable lifecycle state","zh-TW":"顯示可採取行動的生命週期狀態"}},{"scenario":{"en":"Malformed image","zh-TW":"影像格式錯誤"},"input":{"en":"Unreadable input","zh-TW":"不可讀輸入"},"output":{"en":"error; invalid_input","zh-TW":"error；invalid_input"},"acceptance":{"en":"No invented tags or automatic success","zh-TW":"不虛構標籤或自動成功"}}],"decisions":[[{"en":"Result states","zh-TW":"結果狀態"},{"en":"ok means the selected operation returned a valid result; a valid empty result differs from error. Pending work remains pending until a terminal result. Do not infer real-world correctness from API success.","zh-TW":"ok 表示所選操作回傳有效結構；有效空結果與 error 不同。未完成工作保持 pending 直到終態。API 成功不代表現實判斷必然正確。"}],[{"en":"Reproducibility","zh-TW":"可重現性"},{"en":"Record input ID, library/model version, configuration, runtime and coordinate/score conventions. Examples contain invented sample values.","zh-TW":"記錄輸入識別、函式庫／模型版本、設定、執行環境及座標／分數慣例。範例數值為示意。"}],[{"en":"Acceptance — proposed","zh-TW":"建議驗收"},{"en":"Use representative authorized samples plus empty, malformed and unavailable-runtime cases. Agree quality and latency targets before running tests. No measured accuracy, cost or speed is claimed.","zh-TW":"使用授權代表樣本，加上空結果、格式錯誤與環境不可用案例。測試前先約定品質與延遲目標；不宣稱已量測準確率、成本或速度。"}],[{"en":"Operation boundary","zh-TW":"操作範圍"},{"en":"Existing-image analysis and migration specification; no cloud request is executed.","zh-TW":"既有影像分析與遷移規格；不執行雲端請求。"}]]},"schema_version":"1.0.0","type":"development-proposal","product_id":"industrial-api:AzureVision","name":"Azure Vision","provider":"Microsoft","url":"https://smart-tools.ai/product/AzureVision","localized_urls":{"en":"https://smart-tools.ai/product/AzureVision","zh-TW":"https://smart-tools.ai/zh-tw/product/AzureVision"},"category":"vision","capability_id":"cap:computer-vision","technology_hub":"https://smart-tools.ai/industrial-ai/computer-vision","interface_kind":"API / SDK","deployment":"cloud","official_documentation":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/overview","sources":["https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/overview","https://www.microsoft.com/en-us/about","https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/migration-options","https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/quickstarts-sdk/image-analysis-client-library-40","https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/how-to/call-analyze-image","https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-tag-images-40","https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-object-detection-40","https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-describe-images-40","https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-ocr","https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/concept-generate-thumbnails-40","https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/language-support","https://learn.microsoft.com/en-us/azure/ai-services/document-intelligence/prebuilt/read?view=doc-intel-4.0.0"],"source_review":{"level":"P1","status":"official-source-reviewed","checked_at":"2026-10-08"},"provider_summary":{"en":"Access Microsoft's documented image-analysis and text-reading services.","zh-TW":"串接微軟官方影像分析與文字辨讀服務。"},"proposed_product":{"en":"Legacy vision migration review","zh-TW":"既有視覺接口遷移評估"},"feasibility":{"tier":"gated","rationale":{"en":"A lifecycle, license, model-compatibility or access decision must be resolved before assigning implementation.","zh-TW":"安排實作前，需解決生命週期、授權、型號相容或存取條件。"},"basis":"development-judgment;not-traffic-ranked"},"proposed_inputs":{"en":"A small authorized image dataset, task definition and reference annotations.","zh-TW":"少量經授權影像、任務定義與參考標註。"},"proposed_deliverable":{"en":"A reviewable result with image references, labels or annotation state; keep original files.","zh-TW":"可審核的影像引用、標籤或標註狀態；保留原始檔案。"},"acceptance_criterion":{"en":"Compare the supported operation against a labeled sample; report errors and missing results separately.","zh-TW":"用已標註樣本比對支援的操作；錯誤與缺漏結果分開呈現。"},"dependencies":{"en":"Dataset access, image rights and a supported model or annotation project.","zh-TW":"資料集存取、影像使用權與支援的模型或標註專案。"},"integration_condition":{"en":"Lifecycle gate: Image Analysis is scheduled to retire on 2028-09-25. This page documents existing integrations and migration assessment, not an unconditional new-build recommendation.","zh-TW":"生命週期門檻：Image Analysis 預定 2028-09-25 退役。本頁用於既有整合與遷移評估，不是無條件的新建專案推薦。"},"proposed_adapter_envelope":{"provider":"Microsoft","operation":"chosen-documented-operation","source_url":"https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/overview","captured_at":"ISO-8601 timestamp","status":"ok|pending|unknown|failed","data":"provider response mapped by the team","evidence":"source references","errors":"explicit error details"},"adapter_envelope_status":"proposed-internal-contract;not-a-provider-response","development_status":"concept-specification","integration_test":"not-run","pricing_status":"provider-terms-review-required","estimate_status":"requires-access-and-sample-validation","traffic_status":"not-measured-in-this-assessment","measurement_events":["product_view","product_to_docs","product_to_spec","bridge_to_industrial_ai"]}