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Single Stage Paper

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as a single-stage detector. However, current single-stage detectors (e.g. SSD) have not presented competitive accuracy on common pedestrian detection benchmarks. This paper is towards a successful pedestrian detector enjoying the speed of SSD while maintaining the accuracy of Faster R-CNN. Specifically, a structurally simple but effective module

Cited by: 28

Unlike two stage proposal-classification detectors, SSH detects faces in a single stage directly from the early convolutional layers in a classification network. SSH is headless. That is, it is able to achieve state-of-the-art results while removing the "head" of its underlying classification network -- i.e. all fully connected layers in the VGG-16 which contains a large number of parameters.

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layer based segmentation branch is then integrated to the efficient single-stage object detector FPN [37], for detect- ing the pixel-wise segment of each salient instance. Inter- estingly, our RoIMasking scheme is quantization-free and scale-preserving, allowing more

Cited by: 7

May 02, 2019· RetinaFace: Single-stage Dense Face Localisation in the Wild. Authors: Jiankang Deng, Jia Guo, Yuxiang Zhou, Jinke Yu, Irene Kotsia, Stefanos Zafeiriou. (Submitted on 2 May 2019 ( v1 ), last revised 4 May 2019 (this version, v2)) Abstract: Though tremendous strides have been made in uncontrolled face detection, accurate and efficient face localisation in the wild remains an open

Cited by: 29

Recent years have seen a rapid growth in new approaches improving the accuracy of semantic segmentation in a weakly supervised setting, i.e. with only image-level labels available for training. However, this has come at the cost of increased model complexity and sophisticated multi-stage

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Motivated by the high precision of two-stage detectors, in this paper, we propose to exploit the fine-grained struc-ture information to improve the localization accuracy and simultaneously preserve the high efficiency of single-stage approaches. We design a structure-aware single-stage 3D object detector whose framework is shown in Fig.2. In

Single stage urethane coats, especially on metallic colors, can become dulled by the sanding process. Sometimes this dulling is expected, and you can solve it by applying protective coats of wax as soon as the paint has cured.

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followed by a second stage for decision refinement. Despite the simplicity of training and the efficiency in deployment, the single stage detection methods have not been as com-petitive when evaluated in benchmarks consider mAP for high IoU thresholds. In this paper, we proposed a novel single stage end-to-end trainable object detection network

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Performance of single-stage axial-flow transonic compressor with rotoe and stator aspect ratios of 1.19 and 1.26, respectively, and with design pressure ratio of 2. NASA Technical Paper 1659. 1, LOAN COPY: RnURN TO NASA. AWL TECHNICAL LIBRARY KIRTLAND AFB, N.M. , 1659.

You can also paint single stage paints over coarser sand paper grits like 240, and 280 grits. The thick paint will cover and fill well and you need not worry.This is why cheaper and more affordable paint jobs are done with single stage enamel paints.

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Sep 21, 2017· The Video Tutorials on craft, art and origami hosted by Paper Folds is useful for special occasions, events, Holidays and Festivals. The models can be design.

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Recent years have seen a rapid growth in new approaches improving the accuracy of semantic segmentation in a weakly supervised setting, i.e. with only image-level labels available for training. However, this has come at the cost of increased model complexity and sophisticated multi-stage

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Hercules Single-Stage Reusable Vehicle (HSRV). Described are the HSRV configurations that support the delivery of cargo or crew to the Martian surface and to the lunar surface and includes a summary of the nominal operations and the crew abort capabilities. Not covered in detail in this paper are the design features and capabilities for the

A 5-kW single-mode ytterbium doped fiber laser with a 20-m long delivery fiber has been realized. The fiber laser is an all-fiber single-stage Fabry-Perot system in a co-pumping configuration. The optical to optical efficiency was 80% at the output power of 5.0 kW.

Aug 12, 2017· The paint is a month old single stage urethane. I used a fine nib file on the dust nibs, then started with soapy wet 1200, then 1500 then 2000 on a hand soft pad. After that I used a 'fine cut' machine polish but somehow I see scratches that look deeper than the sandpaper could make!

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Motivated by the high precision of two-stage detectors, in this paper, we propose to exploit the fine-grained struc-ture information to improve the localization accuracy and simultaneously preserve the high efficiency of single-stage approaches. We design a structure-aware single-stage 3D object detector whose framework is shown in Fig.2. In

Single stage urethane is a one-step painting process for automobiles that avoids the necessity of a clear-coat finish. The paint is durable enough to polish without altering the color tone, and using it reduces the overall refinishing time. The urethane must be mixed with a hardener and reducer before spraying and

Single Stage Reloading Kits (5) Turret Press Reloading Kits (2) Press Accessories (16) Powder Handling. Automatic Powder Measures (2) Bench/Stand Mounted Powder Measures (2) Powder Measure Accessories (12) Lee Safety Powder Scale (1) Shell Holders. X-PRESS Shell Holders (19) Press Shell Holders (26) Priming Tool Shell Holders (23) Priming Tools

Single-Stage Semantic Segmentation from Image Labels. Click To Get Model/Code. Recent years have seen a rapid growth in new approaches improving the accuracy of semantic segmentation in a weakly supervised setting, i.e. with only image-level labels available for training. However, this has come at the cost of increased model complexity and sophisticated multi-stage training procedures. This is

Apr 28, 2017· As a unique solution, this paper addresses a single stage solar PV energy conversion system feeding a BLDC motor-pump, which eliminates the dc-dc conversion stage. A simple control technique capable of operating the solar PV array at its peak power using a common voltage source inverter is proposed for BLDC motor control.

Oct 27, 2015· Hey everyone. Just introduced myself and have a few questions that I'm hoping could be answered. First off. I am did a single stage paint job using rustoleum gloss white. I mixed some gloss in the final coats for added clear. My final finish came out dull in some areas and shiny in others. I was told the dull with sand off and be polished right out.

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Though tremendous strides have been made in uncontrolled face detection, accurate and efficient face localisation in the wild remains an open challenge. This paper presents a robust single-stage face detector, named RetinaFace, which performs pixel-wise face localisation on various scales of faces by taking advantages of joint extra-supervised and self-supervised multi-task learning.

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needed to connect the battery to the grid. In most cases two-stage designs are used to convert the battery DC voltage to the desired AC grid voltage. This paper discusses the requirements and dependencies for a single-stage approach that can save costs

Abstract: This paper presents a single-phase bidirectional isolated AC-DC converter with Power Factor Correction (PFC) consisting of a half-bridge on the AC side and a full-bridge on the DC side to accomplish single-stage power conversion. The converter applies a new control scheme combining phase-shift and frequency modulation to achieve Zero-Voltage-Switching (ZVS) over the full range of

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