Metamorphic Relations Based Test Oracles for Image Processing Applications

Biometrics ◽  
2017 ◽  
pp. 892-906
Author(s):  
Tahir Jameel ◽  
Mengxiang Lin ◽  
Liu Chao

Evaluation of output images carrying visual semantics is a challenging task which is carried out by domain experts through visual inspection. Automatic test oracle is required to augment the test oracle problem and to eliminate the manual efforts. Metamorphic testing is an effective technique to alleviate these problems. In this paper, the authors have demonstrated that how inherent properties of implementation under test can be used to generate an automatic test oracle for image processing applications. Metamorphic testing is a general technique in which follow-up test cases are generated using a transformation function and the anticipated output is evaluated. They have used some general metamorphic relations and also designed some algorithm specific metamorphic relations for morphological image operations. Selection of metamorphic relations is the most important step and the authors have analyzed relative effectiveness of different metamorphic relations using mutation analysis. The results show metamorphic testing is a very effective technique to automate output images evaluation and to alleviate oracle problem.

2016 ◽  
Vol 4 (1) ◽  
pp. 16-30 ◽  
Author(s):  
Tahir Jameel ◽  
Mengxiang Lin ◽  
Liu Chao

Evaluation of output images carrying visual semantics is a challenging task which is carried out by domain experts through visual inspection. Automatic test oracle is required to augment the test oracle problem and to eliminate the manual efforts. Metamorphic testing is an effective technique to alleviate these problems. In this paper, the authors have demonstrated that how inherent properties of implementation under test can be used to generate an automatic test oracle for image processing applications. Metamorphic testing is a general technique in which follow-up test cases are generated using a transformation function and the anticipated output is evaluated. They have used some general metamorphic relations and also designed some algorithm specific metamorphic relations for morphological image operations. Selection of metamorphic relations is the most important step and the authors have analyzed relative effectiveness of different metamorphic relations using mutation analysis. The results show metamorphic testing is a very effective technique to automate output images evaluation and to alleviate oracle problem.


Author(s):  
Samir Kumar Kalra ◽  
Krishna Shah ◽  
Sneyhil Tyagi ◽  
Suviraj John ◽  
Rajesh Acharya

Abstract Introduction Ventriculoperitoneal shunt (VPS) is the most common procedure used for cerebrospinal fluid (CSF) diversion in hydrocephalus. Over the years, many technical, procedural, and instrument-related advancements have taken place which have reduced the associated complication rates. Shunt block is a very common complication irrespective of the shunt system used. The abdominal end of the shunt tube gets blocked usually due to plugging of omentum onto the shunt catheter. We describe a technique of catheter fixation and placement under vision coupled with omentopexy done laparoscopically to prevent this complication. Materials and Methods This technique was used in 23 patients (11 female, 12 male; range 16–73 years) afflicted with hydrocephalus from June 2016 and December 2019 after obtaining an informed consent, and the outcomes were noted in terms of shunt patency, complications, if any, and the need for revision. Results The median operation time was 90 minutes (range 35–160 minutes). All shunt catheters were still functional after a mean follow-up of 16.5 months (range 1–34 months) and none required revision. Conclusion Laparoscopic placement of shunt tube along with omental folding is a safe and effective technique for salvaging the abdominal end of VPS and may be helpful in reducing shunt blockage.


F1000Research ◽  
2018 ◽  
Vol 7 ◽  
pp. 1524 ◽  
Author(s):  
David Crane ◽  
Harveen Kaur Ubhi ◽  
Jamie Brown ◽  
Robert West

Background: Smartphone applications (apps) are popular aids for smoking cessation. Smoke Free is an app that delivers behaviour change techniques used in effective face-to-face behavioural support programmes. The aim of this study was to assess whether the full version of Smoke Free is more effective than the reduced version. Methods:  This was a two-arm randomised controlled trial. Smokers who downloaded Smoke Free were randomly offered the full or reduced version; 28,112 smokers aged 18+ years who set a quit date were included. The full version provided updates on benefits of abstinence, progress (days smoke free), virtual ‘badges’ and daily ‘missions’ with push notifications aimed at preventing and managing cravings. The reduced version did not include the missions. At baseline the app recorded users’: device type (iPhone or Android), age, sex, daily cigarette consumption, time to first cigarette of the day, and educational level. The primary outcome was self-reported complete abstinence from the quit date in a 3-month follow-up questionnaire delivered via the app. Analyses conducted included logistic regressions of outcome on to app version (full versus reduced) with adjustment for baseline variables using both intention-to-treat/missing-equals smoking (MES) and follow-up-only (FUO) analyses. Results: The 3-month follow-up rate was 8.5% (n=1,213) for the intervention and 6.5% (n=901) for the control. A total of 234 participants reported not smoking in the intervention versus 124 in the control, representing 1.6% versus 0.9% in the MES analysis and 19.3% versus 13.8% in the FUO analysis. Adjusted odds ratios were 1.90, 95%CI=1.53-2.37 (p<0.001) and 1.50, 95%CI=1.18-1.91 (p<0.001) in the MES and FUO analyses respectively. Conclusions: Despite very low follow-up rates using in-app follow up, both intention-to-treat/missing equals smoking and follow-up only analyses showed the full version of the Smoke Free app to result in higher self-reported 3-month continuous smoking abstinence rates than the reduced version.


2015 ◽  
Vol 95 (3) ◽  
pp. 260-264 ◽  
Author(s):  
Keqin Zhang ◽  
Dingqi Sun ◽  
Hui Zhang ◽  
Qingwei Cao ◽  
Qiang Fu

Objective: To evaluate plasmakinetic vapor enucleation of the prostate (PVEP) with button electrode and plasmakinetic resection of the prostate (PKRP) in patients with urinary symptoms due to benign prostatic enlargement (BPE) >90 ml. Methods: A total of 112 patients with symptomatic BPE were randomly assigned to either PKRP or PVEP prospectively from August 2012 to May 2014 in our department. Perioperative and postoperative data were investigated during a 3-month follow-up. Results: PVEP was significantly superior to PKRP in terms of operation time (63.9 ± 7.7 vs. 78.1 ± 13.6 min, p < 0.001), hemoglobin loss (1.18 ± 0.30 vs. 1.63 ± 0.38 g/dl, p < 0.001), serum sodium decrease (2.9 ± 0.7 vs. 4.3 ± 0.8 mmol/l, p < 0.001), catheterization duration (49.3 ± 12.2 vs. 78.1 ± 14.8 h, p < 0.001) and hospital stay (100.2 ± 28.3 vs. 116.0 ± 29.2 h, p = 0.004). There were no statistical differences in blood transfusion between the two groups. In addition, there were no statistical differences in maximum urinary flow rate, International Prostate Symptom Score, postvoid residual urine volume, quality-of-life score, transient incontinence, and urethral stricture at 3 months postoperatively. Conclusions: PVEP with button electrode is an equally effective technique for treatment of large BPE with PKRP, with more safety and faster recovery. It may become the superior alternative to PKRP for patients with large BPE.


2019 ◽  
Vol 63 (3) ◽  
pp. 131-142
Author(s):  
Michele C. McDonnall ◽  
Karla Antonelli

We evaluated the ability of an intervention that consisted of a one-on-one meeting between a vocational rehabilitation (VR) professional and an employer to improve employer attitudes, knowledge, and intent to hire people who are blind or visually impaired. We evaluated the relative effectiveness of two approaches (dual customer vs. educational) and the impact of the VR professionals’ vision status (blind or sighted) on our primary outcome measures and on interest in follow-up. Participants were 59 hiring managers employed by a large company who completed measures at three time points: pre, post, and 4-month follow-up. We found that, regardless of approach used or vision status of the VR professional, the intervention was successful at improving employers’ attitudes, knowledge, and intent to hire. The educational approach resulted in increases in knowledge that were retained at follow-up, while the dual customer approach did not. Improvements in intent to hire were not retained at follow-up, suggesting that ongoing contact with employers will be beneficial to positively impact the hiring of people who are blind or visually impaired. These findings are particularly relevant given the Workforce Innovation and Opportunity Act’s focus on employer engagement for VR agencies.


2017 ◽  
Vol 42 (3) ◽  
pp. E5 ◽  
Author(s):  
Chandan G. Reddy ◽  
Oliver E. Flouty ◽  
Marshall T. Holland ◽  
Leigh A. Rettenmaier ◽  
Mario Zanaty ◽  
...  

OBJECTIVE Peripheral nerve stimulation (PNS) has been used for the treatment of neuropathic pain for many decades. Despite the specific indications for PNS, clinicians often have difficulty screening for candidates likely to have a good or fair outcome. Given the expense of a permanent implant, most insurance companies will not pay for the implant without a successful PNS trial. And since PNS has only recently been approved by the US Food and Drug Administration, many insurance companies will not pay for a conventional trial of PNS. The objective of this study is to describe a short low-cost method for trialing and screening patients for peripheral nerve stimulator implantation. Additionally, this study demonstrates the long-term efficacy of PNS in the treatment of chronic neuropathic pain and the relative effectiveness of this novel screening method. METHODS The records of all patients who had undergone trialing and implantation of a PNS system for chronic refractory pain at the authors' institution over a 1-year period (August 1, 2012–July 31, 2013) were examined in this retrospective case series. The search revealed 17 patients, 13 who had undergone a novel in-office ultrasonography-guided StimuCath screening technique and 4 who had undergone a traditional week-long screening procedure. All 17 patients experienced a successful PNS trial and proceeded to permanent PNS system implantation. Patients were followed up for a mean duration of 3.0 years. Visual analog scale (VAS) pain scores were used to assess pain relief in the short-term (< 6 weeks), at 1 year, and at the last follow-up. Final outcome was also characterized as good, fair, poor, or bad. RESULTS Of these 17 patients, 10 were still using their stimulator at the last follow-up, with 8 of them obtaining good relief (classified as ≥ 50% pain relief, with an average 81% reduction in the VAS score) and 2 patients attaining fair relief (< 50% relief but still using stimulation therapy). Among the remaining 7 patients, the stimulator had been explanted in 4 and there had been no relief in 3. Excluding explanted cases, follow-up ranged from 14 to 46 months, with an average of 36 months. Patients with good or fair relief had experienced pain prior to implantation for an average of 5.1 years (range 1.8–15.2 years). A longer duration of pain trended toward a poorer outcome (bad outcome 7.6 years vs good outcome 4.1 years, p = 0.03). Seven (54%) of the 13 patients with the shorter trial experienced a good or fair outcome with an average 79% reduction in the VAS score; however, all 4 of the bad outcome cases came from this group. Three (75%) of the 4 patients with the longer trial experienced a good or fair outcome at the last follow-up, with an average 54% reduction in the VAS score. There was no difference between the trialing methods and the proportion of favorable (good or fair) outcomes (p = 0.71). CONCLUSIONS Short, ultrasonography-guided StimuCath trials were feasible in screening patients for permanent implantation of PNS, with efficacy similar to the traditional week-long screening noted at the 3-year follow-up.


2021 ◽  
Vol 24 (4) ◽  
pp. 209-214
Author(s):  
Radhakrishnan Pattu ◽  
Girinivasan Chellamuthu ◽  
Kumar Sellappan ◽  
Chendrayan Kamalanathan

Background: The treatment for acromioclavicular joint injuries (ACJI) ranges from a conservative approach to extensive surgical reconstruction, and the decision on how to manage these injuries depends on the grade of acromioclavicular (AC) joint separation, resources, and skill availability. After a thorough review of the literature, the researchers adopted a simple cost-effective technique of AC joint reconstruction for acute ACJI requiring surgery.Methods: This was a prospective single-center study conducted between April 2017 and April 2018. For patients with acute ACJI more than Rockwood grade 3, the researchers performed open corococlavicular ligament reconstruction using synthetic sutures along with an Endobutton and a figure of 8 button plate. This was followed by AC ligament repair augmenting it with temporary percutaneous AC K-wires. Clinical outcomes were evaluated using the Constant Murley shoulder score. Results: Seventeen patients underwent surgery. The immediate postoperative radiograph showed an anatomical reduction of the AC joint dislocation in all patients. During follow-up, one patient developed subluxation but was asymptomatic. The mean follow-up period was 30 months (range, 24–35 months). The mean Constant score at 24 months was 95. No AC joint degeneration was noted in follow-up X-rays. The follow-up X-rays showed significant infra-clavicular calcification in 11 of the 17 patients, which was an evidence of a healed coracoclavicular ligament post-surgeryConclusions: This study presents a simple cost-effective technique with a short learning curve for anatomic reconstruction of acute ACJI. The preliminary results have been very encouraging.


Author(s):  
Anuradha Manik Kambale

With increased demand for forged and machined product of high quality and safety standards, that needs accurate, fast and objective quality determination of these products. Computer vision provides an automated and cost-effective technique to accomplish the requirements of customers. This inspection approach based on image processing has found a variety of different applications in the various types of forged industry. Considerable research has highlighted its potential and importance. Machine vision has been successfully adopted for the quality analysis and inspection. From the study of literature papers it has observed that it has observed that most of the forging industry used image processing technology for better results.


Sign in / Sign up

Export Citation Format

Share Document