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| nms books for usmle: NMS Review for the USMLE Clinical Skills Exam Erich A. Arias, Nelly Amador, 2008 This fully revised Second Edition offers a complete review for the USMLE Step 2 Clinical Skills (CS) exam. It covers all diseases encountered on the exam and prepares students to interact with patients, take a good medical history, perform a focused physical examination, develop a workup plan, and write an organized patient note. Numerous sample cases and patient notes are included. This edition has new chapters on ethics in primary care; Step 2 cases and medical notes; and trauma medical notes. A new chapter format and design highlights essential information: chief complaint, questions to ask, key points, and workup plan. |
| nms books for usmle: NMS Q&A Review for USMLE Step 2 CK Kenneth Ibsen, Nandan Bhatt, 2011-11-03 During the past decade, the first, second and 3rd editions of the NMS Review for USMLE Step 2 have served as important adjuncts for students preparing to take the USMLE Step 2 Examination. This the 4th edition of NMS Review for USMLE Step 2 CK reflects the fact that it only relates to the CK (clinical knowledge) component of the current two-part Step 2 Examination. In providing this knowledge, it continues the traditions of relevance and excellence established by the previous editions--Provided by publisher. |
| nms books for usmle: NMS Medicine Casebook Tilak Shah, 2008-11-01 Organized by subspecialty, this case-based review covers all the information students are expected to learn during their internal medicine clerkship. Each topic begins with a brief patient history and a question about the most likely diagnosis or next step in management followed by a discussion of alternative diagnoses and management strategies. The user-friendly approach includes numerous algorithms, images, mnemonics, and tables. A companion Website will offer the fully searchable text. |
| nms books for usmle: NMS Surgery Casebook Bruce E. Jarrell, Eric D. Strauch, 2016 Ideal as a stand-alone review or as a companion to NMS Surgery, this highly practical casebook presents a series of surgical cases that begin with a clinical scenario and progress step by step through the decision-making process of patient management. It offers medical students a structured subject review, practice questions to prepare for the USMLE Step 2 exam, and an opportunity to work through clinical cases with a unique what next approach to decision making. Updates include a new two-color design, Deep Thoughts and Quick Cuts text features that clearly call out high-yield information in every chapter, and an all-new chapter on pediatrics covering common congenital anomalies. Clinical images and illustrations offer the opportunity to detect visual clues, and the new pocket-sized format makes it easy to carry and study anytime, anywhere. In addition, this title is packaged with access to the interactive eBook version at no additional cost Provides an excellent review for exams and an opportunity to practice real-world clinical decision making. Features a new, two-color design and a handy new pocket-sized format. Emphasizes high-yield information with easy-to-spot Deep Thoughts and Quick Cuts boxes throughout. Contains a new pediatrics chapter that brings you up to date with common congenital anomalies. Includes case variations so you can consider patients with complications or co-existing conditions. Uses an extensive illustration program that provides opportunities to make patient management decisions based on visual cues. The perfect companion to Jarrell's NMS Surgery, 6th Edition. |
| nms books for usmle: NMS Obstetrics and Gynecology Samantha M. Pfeifer, 2011-09-30 The book provides up-to-date and relevant information in an easy-to-understand outline format for both students and residents. Basic scientific information is balanced by clinical relevance, and a wealth of more than 200 USMLE-formatted questions allows readers to test their knowledge prior to their board examinations--Provided by publisher. |
| nms books for usmle: Review for USMLE Kenneth Ibsen, Nandan Bhatt, 2007 The thoroughly updated Third Edition of this popular and widely used review book offers excellent preparation for the CK (clinical knowledge) component of the USMLE Step 2. This edition contains twenty simulated USMLE tests, totaling 1,000 clinical vignette-based questions followed by answers and explanations. All vignettes, questions, incorrect answers (distracters), correct answers, and explanations conform to current clinical practice and current USMLE style. Explanations for both correct and incorrect answers are included to help the student understand why (s)he chose an incorrect distracter. A bound-in CD-ROM contains all the question-and-answer material, and enables students to customize quizzes. |
| nms books for usmle: Surgery Bruce E. Jarrell, 1994 |
| nms books for usmle: NMS Review for USMLE Step 1 , 1998 |
| nms books for usmle: Emergency Medicine Paul D. Biddinger, 2002 |
| nms books for usmle: Step-Up to Medicine Steven S. Agabegi, Elizabeth D. Agabegi, 2012-08-23 The questions serve as a self-assessment tool, allowing students to think through clinical scenarios without answer choices influencing their thought process. Most questions end in what are the appropriate next steps in managing this patient? Imagine yourself as the clinician taking care of these patients: What test(s), if any, would you order next?--Provided by publisher. |
| nms books for usmle: The Ultimate Guide and Review for the USMLE Step 2 Clinical Skills Exam Mark H. Swartz, 2007 Guides you through the Step 2 exam. Focusing on the important concepts of the exam, guide also suggest many communication techniques vital in establishing an excellent doctor-patient relationship. It contains thirty practice cases which help you hone your history-taking, physical examination, and communication skills |
| nms books for usmle: Blueprints Pediatrics Bradley S. Marino, Katie Snead Fine, 2009 One of the best selling and most highly regarded volumes in the Blueprints series, Blueprints Pediatrics provides students with a concise review of what they need to know in their pediatrics rotation or the Boards. Each chapter is brief and includes pedagogical features such as bolded key words, tables, figures, and key points. A question and answer section at the end of the book presents 100 board-format questions with complete rationales. This edition includes full-color dermatology and infectious disease photographs and multicolored flow diagrams of congenital heart defects. A companion Website includes a question bank and fully searchable text. |
| nms books for usmle: Surgery Christian de Virgilio, Paul N. Frank, Areg Grigorian, 2015-01-10 Surgery: A Case Based Clinical Review provides the reader with a comprehensive understanding of surgical diseases in one easy to use reference that combines multiple teaching formats. The book begins using a case based approach. The cases presented cover the diseases most commonly encountered on a surgical rotation. The cases are designed to provide the reader with the classic findings on history and physical examination. The case presentation is followed by a series of short questions and answers, designed to provide further understanding of the important aspects of the history, physical examination, differential diagnosis, diagnostic work-up and management, as well as questions that may arise on surgical rounds. Key figures and tables visually reinforce the important elements of the disease process. A brief algorithmic flow chart is provided so the reader can quickly understand the optimal management approach. Two additional special sections further strengthen the student’s comprehension. The first section covers areas of controversy in the diagnosis or management of each disease, and another section discusses pitfalls to avoid, where the inexperienced clinician might get in trouble. The text concludes with a series of multiple choice questions in a surgery shelf/USMLE format with robust explanations. Surgery: A Case Based Clinical Review is based on 20 years of Socratic medical student teaching by a nine-time Golden Apple teaching awardee from the UCLA School of Medicine and will be of great utility for medical students when they rotate on surgery, interns, physician assistant students, nursing students and nurse practitioner students. |
| nms books for usmle: Blueprints Obstetrics & Gynecology Tamara Callahan, 2018-11-26 Publisher's Note: Products purchased from 3rd Party sellers are not guaranteed by the Publisher for quality, authenticity, or access to any online entitlements included with the product. Wolters Kluwers is dedicated to providing quality content. This is a reprint of the Seventh Edition, corrected to address typographical errors identified by reviewers. Blueprints Obstetrics & Gynecology - Clinical high-yield content covers what you need to know for the USMLE, shelf exam, and your Obstetrics & Gynecology rotation! |
| nms books for usmle: Biochemistry Victor L. Davidson, Donald B. Sittman, 1994 |
| nms books for usmle: Master the Boards USMLE Step 2 CK Conrad Fischer, 2017-07-04 Targeted review from USMLE expert Conrad Fischer, MD, Master the Boards USMLE Step 2 CK delivers what you need to excel on the exam and match into the residency program you want. The Fischer Method includes disease topics presented in exam-style format: What is the most likely diagnosis? What is the best initial test? What is the most accurate diagnostic test? What is the treatment? Includes: a logical approach that makes patient care easy to remember; hundreds of color diagnostic images, algorithms, and tables; and a new biostatistics chapter and dozens of new infectious disease topics.-- |
| nms books for usmle: NMS Medicine Susan D. Wolfsthal, 2008 NMS Medicine, Sixth Edition is the ideal reference and review for medical students in the internal medicine clerkship. The concise, outline-format coverage of essentials, end-of-chapter USMLE-style questions, and case studies at the end of the book offer excellent preparation for the shelf/end-of-rotation exam and USMLE. This edition has been thoroughly updated and streamlined to focus on essential material. The revised questions better reflect the level of difficulty of shelf/end-of-rotation exams. The book has a new two-color design with more illustrations and wider margins for notes. A companion Website offers the fully searchable text, additional material which is indicated in the book by icons, and a comprehensive examination. |
| nms books for usmle: Lange Q&A Surgery, Fifth Edition C. Cayten, Max Goldberg, Nanakram Agrawal, 2007-05-21 The comprehensive review of surgery that students need to pass the USMLE Step 2 and the surgery shelf exam. A Doody's Core Title! 3 STAR DOODY'S REVIEW This compares quite favorably with other review manuals. Despite the comprehensive subject coverage, the manual is both portable and affordable. The rapid changes in surgical knowledge, as well as changes in exam question format, make a new edition quite welcome.--Doody's Review Service With 1000 USMLE-format surgery questions and answers, each with thorough explanations, and a bonus practice test, this resource provides an unmatched review of surgery. Students will find everything they need to ace the USMLE Step 2 and the surgery shelf exam. |
| nms books for usmle: Lippincott's Illustrated Q&A Review of Neuroscience Duane E. Haines, 2010-10-27 Lippincott's Illustrated Q&A Review of Neuroscience offers up-to-date, clinically relevant board-style questions-perfect for course review and board prep! Approximately 500 multiple-choice questions with detailed answer explanations cover frequently tested topics in neuroscience. The book is heavily illustrated with photos or clinical images. Online access to the questions and answers provides flexible study options--Provided by publisher. |
| nms books for usmle: Microbiology and Infectious Diseases Gabriel Virella, 1997-01-01 A study guide that is intended to be useful for course work and exam preparation. This edition includes updated and expanded material, including AIDS, Lyme disease, and bacterial genetics. |
| nms books for usmle: NMS Review for USMLE Step 2 John S. Lazo, Victor Gruber, Nms, 2000-09-01 This comprehensive review tool for students offers exceptional interactivity and functionality and integrates clinical content within the framework described by the current USMLE Step 2 content guideline. Its 900 questions, detailed explanations, and illustrations are clinically oriented; they highlight important topics and concepts, and facilitate independent study and self-evaluation. This updated version is based on the second edition of the book. A powerful database engine presents selective or random testing and review modes; an automatic score calculator; and a user-friendly, browser-based interface that both minimizes unnecessary scrolling and provides effective feedback. Windows Compatible |
| nms books for usmle: Pediatrics: PreTest Self-Assessment and Review Robert Yetman, Mark Hormann, 2003-08-22 Prepare Early...Score Higher Completely revised and small enough to fit in a lab coat pocket, this review of Pediatrics features 500 questions with answers and explanations, including 200 new questions in clinical vignette format. All questions are reviewed by recent USMLE Step 2 test-takers. |
| nms books for usmle: Katzung & Trevor's Pharmacology Examination and Board Review Anthony J. Trevor, Bertram G. Katzung, Susan Masters, 2008 The bestselling USMLE study tool -- packed with everything you need to ace the exam on your first try 4 STAR DOODY'S REVIEW! This is one of the better board review books in pharmacology and it closely follows the most widely used textbook for teaching pharmacology . . . This eighth edition is needed to keep pace with this rapidly growing discipline. -- Doody's Review Service From the authors of the leading pharmacology textbook comes the newest edition of the best pharmacology review in the field. Ideal for medical pharmacology course review and USMLE Step 1 preparation, this skill-building guide comes with more than 1000 USMLE-type questions with answers -- nearly 3 times as many as any other pharmacology review! Features: A concise yet thorough review of basic and clinical pharmacology, covering every must-know concept Organized to reflect course syllabi, focusing on the clinical use and pharmacology of drug categories rather than individual drugs Two USMLE-style Practice Exams with 120 questions each In each chapter, Skill Keepers sharpen your recall of key principles from earlier chapters A series of 15-20 USMLE-style questions in each chapter Key terms with definitions Strategies for improving test performance A detailed index and appendices allow you to look up drugs and side effects in an instant All chapters fully updated with the latest drug information Numerous figures and tables, such as those designed to delineate the differences between similar drugs |
| nms books for usmle: First Aid for the USMLE Step 3 Tao Le, Vikas Bhushan, Patrick O'Connell, Murtuza Ahmed, 2005-01-06 Ace the USMLE Step 3 with this proven survival revew! I have not seen a more complete, concise Step 3 review This book is full of easy to remember mnemonics and algorithms that make studying for the Step 3 less of a chore, especially during internship. I have not seen a more complete, concise Step 3 review.--Franklin Chen, MD, Internal Medicine Resident, University of Pittsburgh Medical Center INSIDER ADVICE for residents from residents Thousands of high-yield facts that you need to know Hundreds of clinical images, drawings, and algorithms amplify the text 100 mini-cases prep you for the CCS portion of the exam Tips and practical advice you can trust from residents who passed |
| nms books for usmle: Manual of Emergency Medicine Michael Jay Bresler, George L. Sternbach, 1998 The newest edition of this quick-reference manual from the Stanford University Medical Center covers the medical, surgical, and psychiatric aspects of contemporary emergency medicine. It's the ideal resource for virtually any situation encountered in the emergency department, with concise yet detailed coverage of both life-threatening and less urgent emergencies. Each chapter discusses presentation, diagnosis, and treatment, while separate chapters focus on pediatric emergencies, environmental trauma, anesthesia, and poisoning. Outline format makes information easily accessible for emergency personnel practicing on the front lines. Equally covers traumatic and nontraumatic emergencies, including life-threatening emergencies and those that are less urgent. |
| nms books for usmle: BRS Cell Biology and Histology Leslie P. Gartner, James L. Hiatt, 2014 |
| nms books for usmle: Histology D.J. Lowrie, 2020 Learn to identify histological structures and their correlated functions Histology: An Essential Textbook is a concise, multimedia study guide for medical students who need to learn the functions and related correlations of cells, tissues, and organs of the human body. Professor D.J. Lowrie, Jr. has written a unique and practical medical histology resource based on self-directed modules originally created to replace live histology laboratory sessions. This resource will help medical students learn how to identify histological structures on slide preparations and electron micrographs. Short videos by the author, who demonstrates structures via digitized histology slides, provide additional guidance. Shorter, targeted concepts and brief explanations accompanied by numerous illustrations, self-assessment quizzes, and videos demonstrating key features of histological structures set this resource apart from existing, text-dense books. Key Features Approximately 600 images, consisting primarily of electron and light micrographs, aid in identification of histological structures and long-term retention Correlation of histological structure with other basic science disciplines, such as gross anatomy, embryology, and pathology allows students to integrate material effectively About 350 online multiple choice questions and answers mirror exam topics students frequently encounter in curriculum and the USMLE® Nearly 375 videos provide a personal tutor that teaches students histological structures, while providing tips for proper identification This is a must-have self-study guide for medical students, as well as a stellar teaching tool for instructors. This book includes complimentary access to a digital copy on https: //medone.thieme.com. |
| nms books for usmle: Review for USMLE United States Medical Licensing Examination step 2 , 2001 |
| nms books for usmle: Cases and Concepts Aaron B. Caughey, 2010 Cases & Concepts Step 1: Pathophysiology Review helps medical students prepare for USMLE Step 1 by combining basic science topics with clinical data. Working through 88 clinical cases, the reader gains experience analyzing cases, learns classic presentations of common diseases and syndromes, and integrates basic science concepts with clinical applications. Sections cover cardiovascular, pulmonary, renal, gastrointestinal, hematology, oncology, endocrinology, rheumatology, reproduction, and neuroscience. Cases are followed by USMLE-style questions with answers and rationales. Thumbnail and Key Concept boxes highlight key facts. A companion website offers fully searchable text online. |
| nms books for usmle: Pathology Edward F. Goljan, 1998 The only book that concisely integrates the most important concepts in biochemistry and physiology with the core material necessary to master pathology! It eases the transition from basic science to clinical medicine with a heavy emphasis on problem solving. Unique aspects include...a thorough integration of laboratory medicine throughout * coverage of physical diagnosis * and a review of the chief signs and symptoms at the beginning of each chapter on systems pathology. |
| nms books for usmle: Review for USMLE Mitchell H. Rosner, Andrew E. Lazar, 2003 An awaited component to NMS review books, NMS Review for the USMLE Step 3 keeps the gold standard. The question-and-answer format correlates with the revised USMLE format. There are 600 multiple-choice items contained in four separate 150-question examinations, designed to cover important clinical encounter frames and physician tasks, and to consider each clinical setting found on the actual USMLE Step 3 exam: office-based, hospital-based, emergency department-based and satellite clinic-based. Answers are followed by detailed discussions. This thorough review and preparation book also features clinical encounter levels from USMLE Step 3, namely, the initial visit setting, continued care and emergency care. |
| nms books for usmle: High Yield USMLE Step 1, Step 2, Step 3 Book , 4,900 ++ USMLE Questions you will most likely see on your boards! Great for Crushing USMLE STEP 1 and STEP 2 and STEP 3 Great to supplement with your review courses: First Aid, Kaplan, or USMLE WORLD. |
| nms books for usmle: USMLE Step 1 Secrets E-Book Thomas A. Brown, Sonali J Bracken, 2012-08-23 Use the proven format of the best-selling Secrets SeriesTM to prepare for the USMLE Step 1. Presented as questions and answers based on clinical vignettes, USMLE Step 1 Secrets will aid you in not only retaining but understanding key information for the boards. Co-authored by Dr.Tom Brown, author of Rapid Review in Physiology, and Dr.Dave Brown, the second edition has been updated to be even more concise and ultra high-yield, while still offering a complete overview of the key topics and the top “secrets and personal insights from the authors. Utilizes a case-based approach to prepare you for the Step 1 exam. Implements systems-based organization for an integrated approach. Uses the Secrets Q&A format to make learning interesting and effective. Uses a new Top 100 Secrets chapter as a recap of the most important information in the book to help you review quickly. Incorporates 7 new chapters, including Clinical Anatomy and Pharmacology, and Toxicology to expand coverage of high-yield areas and keep you current. Provides maximum information in minimal time to help fit a concise review into your busy schedule. Includes a color pathology and dermatology section to enhance the clarity and understanding of key images. |
| nms books for usmle: NMS Review for USMLE Step 2 , 1998 |
| nms books for usmle: USMLE Step 1 Secrets in Color - E-Book Theodore X. O'Connell, Ryan A. Pedigo, 2022-03-11 Succinct, easy to read, engaging, and highly effective—the highly regarded Secrets Series® provides students and practitioners in all areas of health care with focused, engaging resources for quick reference and exam review. Written by nationally recognized educators Drs. Theodore X. O'Connell and Ryan A. Pedigo, USMLE Step 1 Secrets in Color, 5th Edition, offers practical, up-to-date coverage of the full range of topics on this high-stakes exam. This bestselling resource features the Secrets' popular question-and-answer format that prepares you with the understanding of critical concepts of basic science as applied to the practice of medicine, which you'll face on the vignette-style USMLE exam. - Completely revised with up-to-date information that reflects high-yield content on the USMLE Step 1. - A case-based approach and abundant clinical context help prepare you for the vignette-style of the USMLE exam. - Color images throughout enhance visual review of board-relevant images, including a wide range of clinical, micro, and imaging studies. - Figures, tables, and summary boxes provide a visual and concise overview of important board-relevant content. - Review board composed of students and residents who performed highly on USMLE Step 1 and have experience with USMLE-style question development. - Portable size makes it easy to carry with you for quick reference or review anywhere, anytime. |
| nms books for usmle: NMS Psychiatry Joshua T. Thornhill, 2011 In this sixth edition of NMS Psychiatry, each chapter as well as the drug appendix has been updated to include the latest medications and treatment protocols. New chapters have been added on the emerging fields of emergency and geriatric psychiatry. In addition, we have continued to revise, update, and add new questions to each chapter and to the comprehensive examination to help students prepare for National Board of Medical Examiners (NBME) Subject examinations as well as the United States Medical Licensing Exam (USMLE) Step 2--Provided by publisher. |
| nms books for usmle: Review for USMLE John S. Lazo, Bruce R. Pitt, Joseph C. Glorioso, 1994 |
| nms books for usmle: NMS Medicine Susan Wolfsthal, 2011-11-03 Through this comprehensive review of internal medicine, we sought to capture the essential concepts and key elements of our specialty by focusing on general internal medicine and the numerous medical subspecialties. Although internal medicine is constantly evolving, there are basic principles and thought processes that remain the essence of our specialty. Learning the facts is only the beginning. Medical students must develop their skills in deductive reasoning and synthesize these facts, weighing the pros and cons of the evaluation and management choices for their patients--Provided by publisher. |
| nms books for usmle: In a Page Jonathan E. Teitelbaum, 2007-12-01 Featuring a uniquely visual two-page-spread design that is great for rapid reference or review, In a Page Pediatrics, Second Edition provides a quick overview of the diseases, symptoms, and injuries most commonly seen in children. Each disease is presented on a two-page spread in boxes with consistent headings: introduction; etiology, epidemiology, and risk factors; patient presentation; differential diagnosis; diagnostic evaluation; treatment and management; and prognosis and complications. Bulleted key points appear under each heading. This edition features expanded differential diagnosis sections, an appendix of common symptoms and differential diagnosis, and more coverage of pharmacologic treatment. This pocket-sized book is ideal for interns, medical students in clerkships, or USMLE review. It will also appeal to physician assistant and nurse practitioner students. |
目标检测领域NMS（非极大值抑制）的改进算法有哪些？ - 知乎
Adaptive NMS：Adaptive NMS主要是为了解决NMS不同的IoU阈值不适用于不同的物体大小和密度的问题。 它引入了一个Adaptive Parameter，该参数会根据候选框大小和样例分布自适应地 …
目标检测领域NMS（非极大值抑制）的改进算法有哪些？ - 知乎
soft-nms. 顾名思义，sft-nms是nms的soft版本，当其他框和分类置信度最高的框iou大于阈值时，不是直接去掉这个框，而是降低这个框的置信度，在最后输出时，如果置信度小于阈值就会 …
为什么DETR不需要NMS？ - 知乎
nms的作用是去除多个预测同一物体的冗余检测框，基本已经是目标检测模型必不可少的一步。但nms也有它的缺点，首先，他是一个o(n)的算法，当框很多时，比较费时，其次，我们在进 …
torchvision中的nms是如何实现的？ - 知乎
不是大佬, 强答一下: nms 函数具体实现在 /torchvision/csrc/ops/nms.cpp 文件 ( 表示 torchvision 的代码路径) 中, 如下:
深度学习中的目标检测网络中的one stage和two stage？ - 知乎
但在训练的时候，会有一些棘手的问题要处理一下，具体来说，我们通常会限制RPN给出的RoI个数，且给出的RoI质量也要高一些，诸如NMS等后处理操作是不可少的，这当中存在的一些剪 …
针对目标检测模型，应在哪个阶段使用NMS类的方法？ - 知乎
NMS也只是functional的操作，就是排序筛选的过程，本身不会影响误差的反向传播，但是它要把一些标定不是特别准的预测框去除掉，这在训练的时候可以让误差可以比较稳定地下降。
在目标检测中，非极大值抑制(NMS)对mAP有啥影响？ - 知乎
在目标检测中，模型会出很多带有不同score的预测框。对于同一个类别而言，同时会有多个prediction bbox来预测ground truth中的同一个object，在计算mAP时，在IoU大于某个阈值时（ …
中国朝代顺序完整表（建议收藏） - 知乎
中国上下5000千年历史朝代顺序为：夏朝、商朝、西周、东周、秦朝、西楚、西汉、新朝、玄汉、东汉、三国、曹魏、蜀汉、孙吴、西晋、东晋、十六国、南朝、刘宋、南齐、南梁、南陈、北 …
目标检测领域NMS（非极大值抑制）的改进算法有哪些？ - 知乎
Adaptive NMS：Adaptive NMS主要是为了解决NMS不同的IoU阈值不适用于不同的物体大小和密度的问题。 它引入了一个Adaptive Parameter，该参数会根据候选框大小和样例分布自适应地调整IoU阈 …
目标检测领域NMS（非极大值抑制）的改进算法有哪些？ - 知乎
soft-nms. 顾名思义，sft-nms是nms的soft版本，当其他框和分类置信度最高的框iou大于阈值时，不是直接去掉这个框，而是降低这个框的置信度，在最后输出时，如果置信度小于阈值就会被过滤掉。
为什么DETR不需要NMS？ - 知乎
nms的作用是去除多个预测同一物体的冗余检测框，基本已经是目标检测模型必不可少的一步。但nms也有它的缺点，首先，他是一个o(n)的算法，当框很多时，比较费时，其次，我们在进行nms时，并没 …
torchvision中的nms是如何实现的？ - 知乎
不是大佬, 强答一下: nms 函数具体实现在 /torchvision/csrc/ops/nms.cpp 文件 ( 表示 torchvision 的代码路径) 中, 如下:
深度学习中的目标检测网络中的one stage和two stage？ - 知乎
但在训练的时候，会有一些棘手的问题要处理一下，具体来说，我们通常会限制RPN给出的RoI个数，且给出的RoI质量也要高一些，诸如NMS等后处理操作是不可少的，这当中存在的一些剪切操作就会导 …
针对目标检测模型，应在哪个阶段使用NMS类的方法？ - 知乎
NMS也只是functional的操作，就是排序筛选的过程，本身不会影响误差的反向传播，但是它要把一些标定不是特别准的预测框去除掉，这在训练的时候可以让误差可以比较稳定地下降。
在目标检测中，非极大值抑制(NMS)对mAP有啥影响？ - 知乎
在目标检测中，模型会出很多带有不同score的预测框。对于同一个类别而言，同时会有多个prediction bbox来预测ground truth中的同一个object，在计算mAP时，在IoU大于某个阈值时（通常0.5）的 …
中国朝代顺序完整表（建议收藏） - 知乎
中国上下5000千年历史朝代顺序为：夏朝、商朝、西周、东周、秦朝、西楚、西汉、新朝、玄汉、东汉、三国、曹魏、蜀汉、孙吴、西晋、东晋、十六国、南朝、刘宋、南齐、南梁、南陈、北朝、北魏、 …
