TResNet: High Performance GPU-Dedicated Architecture

30 Mar 2020mrT23/TResNet

In this work, we introduce a series of architecture modifications that aim to boost neural networks' accuracy, while retaining their GPU training and inference efficiency.

FINE-GRAINED IMAGE CLASSIFICATION

28
30 Mar 2020

Squeezed Deep 6DoF Object Detection Using Knowledge Distillation

30 Mar 2020heitorcfelix/singleshot6Dpose

We used the LINEMOD dataset to evaluate the proposed method and the experimental results show that the proposed method reduces the memory requirement almost 99\% in comparison to the original architecture reducing half the accuracy in one of the metrics.

OBJECT DETECTION

1
30 Mar 2020

RPM-Net: Robust Point Matching using Learned Features

30 Mar 2020yewzijian/RPMNet

The hard assignments of closest point correspondences based on spatial distances are sensitive to the initial rigid transformation and noisy/outlier points, which often cause ICP to converge to wrong local minima.

POINT CLOUD REGISTRATION

12
30 Mar 2020

Ultrasound-Guided Robotic Navigation with Deep Reinforcement Learning

30 Mar 2020hhase/spinal-navigation-rl

In this paper we introduce the first reinforcement learning (RL) based robotic navigation method which utilizes ultrasound (US) images as an input.

1
30 Mar 2020

Gradually Vanishing Bridge for Adversarial Domain Adaptation

30 Mar 2020cuishuhao/GVB

On the discriminator, GVB contributes to enhance the discriminating ability, and balance the adversarial training process.

UNSUPERVISED DOMAIN ADAPTATION

9
30 Mar 2020

Cross-Domain Document Object Detection: Benchmark Suite and Method

30 Mar 2020kailigo/cddod

We establish a benchmark suite consisting of different types of PDF document datasets that can be utilized for cross-domain DOD model training and evaluation.

OBJECT DETECTION

0
30 Mar 2020

Decentralized Learning for Channel Allocation in IoT Networks over Unlicensed Bandwidth as a Contextual Multi-player Multi-armed Bandit Game

30 Mar 2020wbwang2020/MP-MAB

We study a decentralized channel allocation problem in an ad-hoc Internet of Things (IoT) network underlaying on a spectrum licensed to an existing wireless network.

2
30 Mar 2020

Multi-Objective Matrix Normalization for Fine-grained Visual Recognition

30 Mar 2020mboboGO/MOMN

In this paper, we propose an efficient Multi-Objective Matrix Normalization (MOMN) method that can simultaneously normalize a bilinear representation in terms of square-root, low-rank, and sparsity.

FINE-GRAINED VISUAL RECOGNITION

3
30 Mar 2020

Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation

30 Mar 2020XingangPan/deep-generative-prior

Learning a good image prior is a long-term goal for image restoration and manipulation.

IMAGE MORPHING IMAGE RESTORATION

33
30 Mar 2020