摘要:
Provided are a method and a device for defect inspection, wherein, in a state where a few DOIs exist in a large number of nuisances, a classification performance can be improved by a few appropriate defect instructions and a high classification performance is ensured while mitigating the burden of user's defect instructions. The method and device for defect inspection is characterized by repeating extraction of one or more defects from a plurality of defects detected by imaging a sample, instruction of a classification class of the extracted defects, and calculation of a classification criterion and a classification performance from the image information and classification class of the defects, and determining, based on the finally obtained classification criterion, the classification class of the unknown defects. This makes it possible to improve a classification performance by a few appropriate defect instructions and ensure a high classification performance while mitigating the burden of user's defect instructions.
摘要:
An apparatus for reviewing defects including an image processing section (defect classification device section) with a function of estimating a non-defective state (reference image) of a portion in which the defect exists by use of a defect image, and a function of judging criticality or non-flat state of the defect by use of the estimation result. It becomes possible to establish both of a high-throughput image collecting sequence in which any reference image is not acquired and high-precision defect classification, and then to realize both of a high performance classifying function and a high-throughput image collecting function in a defect reviewing apparatus which automatically collects and classifies images of defects existing on a sample of a semiconductor wafer or the like.
摘要:
A highly reliable defect automatic classifying method and apparatus capable of flexibly coping with a request for classifying a defect given by each user without having to collect lots of teach data items. A classifying class arrangement is defined by a user by combining classes supplied by the system itself or classes defined by the user and, further, a priori knowledge on the defect class is given by the user as a restriction so as to carry out restricted learning.
摘要:
A defect review method and device of the invention solves the previous problem of a long inspection time that is caused by the increase of a process-margin-narrow pattern as a result of the size reduction of a semiconductor device. With the method and device of the invention, an SEM (Scanning Electron Microscope) image is derived by capturing an image of a process-margin-narrow pattern portion extracted based on lithography simulation with image-capturing conditions of a relatively low resolution. The resulting SEM image is compared with CAD (Computer Aided Design) data for extraction of any abnormal section. An image of the area extracted as being abnormal is captured again, and the resulting high-resolution SEM image is compared again with the CAD data for defect classification based on the feature amount of the image, e.g., shape deformation. The abnormal section is then measured in dimension at a position preset for the classification result so that the time taken for inspection can be prevented from increasing.
摘要:
A method and an apparatus for reviewing defects detected by an optical particle inspection system or an optical profile inspection system in detail by an electron microscope are provided. In order to putting defects to be reviewed in the viewing field of the electron microscope and reducing the size of the apparatus, the electron microscope reviews defects detected by an optical defect inspection system. In the electron microscope, an optical microscope for reviewing detects is arranged, and when focusing of this optical microscope is carried out, the illumination position and the detection position of the optical microscope are not changed to the sample.
摘要:
In a traditional method for automatically obtaining high-magnification images of defects by using an electron microscope for defect-reviewing of a semiconductor wafer, high-magnification images of a voltage contrast changing part are obtained in the case of defects generating voltage contrast change, this made difficult to observe defects themselves generating voltage contrast change. In the present invention, based on energy of secondary electron to be detected, after obtaining two types of images, namely an image making voltage contrast conspicuous easily, and an image not making it easily, and acquiring a shape change area adjacent to a voltage contrast change area based on this area as a defect location, a high-magnification image can automatically be obtained.
摘要:
In apparatuses for automatically acquiring and also for automatically classifying images of defects present on a sample such as a semiconductor wafer, a classifying system is provided which are capable of readily accepting even such a case that a large number of classification classes are produced based upon a request issued by a user, and also even such a case that a basis of the classification class is changed in a high frequency. When the user defines the classification classes, a device for designating attributes owned by the respective classification classes is provided. The classifying system automatically changes a connecting mode between an internally-provided rule-based classifier and an example-based classifier, so that such a classifying system which is fitted to the classification basis of the user is automatically constructed.
摘要:
An apparatus and a method for automatically inspecting a defect by an electron beam using an X-ray detector. The composition of a defective portion is analyzed with higher rapidity and the cause of the defect is easily and accurately determined based on an X-ray spectrum. The X-ray spectrum and the image of foreign particles formed on a process QC wafer are registered as reference data, and the defects generated on a process wafer are classified by collation with the reference data. The use of both the X-ray spectrum and the detected image optimizes the operating conditions for X-ray detection. A defect of which the X ray is to be detected is selected based on the result of classification of defect images automatically collected, and the defect is classified according to the features including both the composition and the external appearance.
摘要:
A method and apparatus for reviewing defects of a semiconductor device is provided which involves detecting a defect on a SEM image taken at low magnification, and reviewing the defect on a SEM image taken at high magnification, and which can review a lot of defects in a short period of time thereby to improve the efficiency of defect review. In the present invention, the method for reviewing defects of a semiconductor device includes the steps of obtaining an image including a defect on the semiconductor device detected by a detection device by use of a scanning electron microscope at a first magnification, making a reference image from the image including the defect obtained at the first magnification, detecting the defect by comparing the image including the defect obtained at the first magnification to the reference image made from the image including the defect at the first magnification, and taking an image of the detected defect at a second magnification that is larger than the first magnification.
摘要:
A method to solve the problem of a technique generally used to detect a defect of a semiconductor by calculating the differential image based on pattern matching, which requires that a reference image must be picked up to pick up an image of the inspection position in an area with the semiconductor pattern having no periodicity, resulting in a low throughput. The image of the inspection position is divided into local areas, each local area is matched with the local area of the image already stored and the difference between the local areas thus matched is determined to extract a defect area.