Joint Inference in Weakly-Annotated Image Datasets via Dense Correspondence

We present a principled framework for inferring pixel labels in weakly-annotated image datasets. Most previous, example-based approaches to computer vision rely on a large corpus of densely labeled images. However, for large, modern image datasets, such labels are expensive to obtain and are often unavailable. We establish a large-scale graphical model spanning all labeled and unlabeled images, then solve it to infer pixel labels jointly for all images in the dataset while enforcing consistent annotations over similar visual patterns. This model requires significantly less labeled data and assists in resolving ambiguities by propagating inferred annotations from images with stronger local visual evidences to images with weaker local evidences. We apply our proposed framework to two computer vision problems, namely image annotation with semantic segmentation, and object discovery and co-segmentation (segmenting multiple images containing a common object). Extensive numerical evaluations and comparisons show that our method consistently outperforms the state-of-the-art in automatic annotation and semantic labeling, while requiring significantly less labeled data. In contrast to previous co-segmentation techniques, our method manages to discover and segment objects well even in the presence of substantial amounts of noise images (images not containing the common object), as typical for datasets collected from Internet search

Phase 3 trials of ixekizumab in moderate-to-severe plaque psoriasis

BACKGROUND Two phase 3 trials (UNCOVER-2 and UNCOVER-3) showed that at 12 weeks of treatment, ixekizumab, a monoclonal antibody against interleukin-17A, was superior to placebo and etanercept in the treatment of moderate-to-severe psoriasis. We report the 60-week data from the UNCOVER-2 and UNCOVER-3 trials, as well as 12-week and 60-week data from a third phase 3 trial, UNCOVER-1. METHODS We randomly assigned 1296 patients in the UNCOVER-1 trial, 1224 patients in the UNCOVER-2 trial, and 1346 patients in the UNCOVER-3 trial to receive subcutaneous injections of placebo (placebo group), 80 mg of ixekizumab every 2 weeks after a starting dose of 160 mg (2-wk dosing group), or 80 mg of ixekizumab every 4 weeks after a starting dose of 160 mg (4-wk dosing group). Additional cohorts in the UNCOVER-2 and UNCOVER-3 trials were randomly assigned to receive 50 mg of etanercept twice weekly. At week 12 in the UNCOVER-3 trial, the patients entered a long-term extension period during which they received 80 mg of ixekizumab every 4 weeks through week 60; at week 12 in the UNCOVER-1 and UNCOVER-2 trials, the patients who had a response to ixekizumab (defined as a static Physicians Global Assessment [sPGA] score of 0 [clear] or 1 [minimal psoriasis]) were randomly reassigned to receive placebo, 80 mg of ixekizumab every 4 weeks, or 80 mg of ixekizumab every 12 weeks through week 60. Coprimary end points were the percentage of patients who had a score on the sPGA of 0 or 1 and a 75% or greater reduction from baseline in Psoriasis Area and Severity Index (PASI 75) at week 12. RESULTS In the UNCOVER-1 trial, at week 12, the patients had better responses to ixekizumab than to placebo; in the 2-wk dosing group, 81.8% had an sPGA score of 0 or 1 and 89.1% had a PASI 75 response; in the 4-wk dosing group, the respective rates were 76.4% and 82.6%; and in the placebo group, the rates were 3.2% and 3.9% (P<0.001 for all comparisons of ixekizumab with placebo). In the UNCOVER-1 and UNCOVER-2 trials, among the patients who were randomly reassigned at week 12 to receive 80 mg of ixekizumab every 4 weeks, 80 mg of ixekizumab every 12 weeks, or placebo, an sPGA score of 0 or 1 was maintained by 73.8%, 39.0%, and 7.0% of the patients, respectively. Patients in the UNCOVER-3 trial received continuous treatment of ixekizumab from weeks 0 through 60, and at week 60, at least 73% had an sPGA score of 0 or 1 and at least 80% had a PASI 75 response. Adverse events reported during ixekizumab use included neutropenia, candidal infections, and inflammatory bowel disease. CONCLUSIONS In three phase 3 trials involving patients with psoriasis, ixekizumab was effective through 60 weeks of treatment. As with any treatment, the benefits need to be weighed against the risks of adverse events. The efficacy and safety of ixekizumab beyond 60 weeks of treatment are not yet known

Adenocarcinoma of the Fallopian Tube: Results of a Multi-Institutional Retrospective Analysis of 72 Patients

Purpose/Objective: To determine the prognostic factors for predicting outcome of patients with adenocarcinoma of the fallopian tube and to evaluate the impact of treatment modalities in managing this uncommon disease. Materials and Methods: A retrospective analysis of the tumor registries from 6 major medical centers from January 1, 1960 up to March 31, 1995 yielded 72 patients with primary adenocarcinoma of the fallopian tube. The Dodson modification of the FIGO surgical staging as it applies to carcinoma of the fallopian tube was utilized. Endpoints for outcome included overall and disease-free survival. Univariate analysis of host, tumor, and treatment factors was performed to determine prognostic significance, and patterns of failure were reviewed. Results: The median age of the study cohort was 61 years (range 30–79 years). Stage distribution was 24 (33%) Stage I; 20 (28%) Stage II; 24 (33%) Stage III; and 4 (6%) Stage IV. Adjuvant chemotherapy was administered to 54 (75%) patients, and postoperative radiotherapy was employed in 22 (31%). In the latter treatment group, 14 (64%) had whole pelvic external beam irradiation, 5 (23%) whole abdominal radiotherapy, 2 (9%) P-32 instillation, and 1 (4%) vaginal brachytherapy alone. Chemotherapy was used in 67% of Stage I and in 79% of Stages II/III/IV disease (not significant); radiotherapy was more commonly employed in Stage I than in Stages II/III/IV (46% vs. 23%, p = 0.05). The 5-, 8-, 15-year overall and disease-free survival for the study patients were 44.7%, 23.8%, 18.8% and 27.3%, 17%, 14%, respectively. Significant prognostic factors of overall survival included Stage I vs. II/III/IV ( p = 0.04) and age ≤60 years vs. >60 years at diagnosis ( p = 0.03). Only Stage I vs. II/III/IV ( p = 0.05) was predictive of disease-free survival. Patterns of failure included 18% pelvic, 36% upper abdominal, and 19% distant. For all patients, upper abdominal failures were more frequently found in Stages II/III/IV (29%) than in Stage I (7%) ( p = 0.03). Relapses solely outside of what would be included in standard whole abdominal radiotherapy portals occurred for only 15% of patients (6 of 40) with failures. Furthermore, patients having any recurrence, including the upper abdomen, were more likely ( p = 0.001) to die (45%) than those without any type of relapse (18%). Conclusion: This retrospective, multi-institutional study demonstrated the importance of FIGO stage in predicting the overall and disease-free survival of patients with carcinoma of the fallopian tube. Future investigations should consider exploring whole abdominal irradiation as adjunctive therapy, particularly in Stage II and higher