ECCV 2018

Progressive Neural Architecture Search

ECCV 2018 tensorflow/models

We propose a new method for learning the structure of convolutional neural networks (CNNs) that is more efficient than recent state-of-the-art methods based on reinforcement learning and evolutionary algorithms.

ARCHITECTURE SEARCH

Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation

ECCV 2018 tensorflow/models

The former networks are able to encode multi-scale contextual information by probing the incoming features with filters or pooling operations at multiple rates and multiple effective fields-of-view, while the latter networks can capture sharper object boundaries by gradually recovering the spatial information.

SEMANTIC SEGMENTATION

Group Normalization

ECCV 2018 facebookresearch/detectron

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

#18 best model for Object Detection on COCO

OBJECT DETECTION VIDEO CLASSIFICATION

A Closed-form Solution to Photorealistic Image Stylization

ECCV 2018 NVIDIA/FastPhotoStyle

Photorealistic image stylization concerns transferring style of a reference photo to a content photo with the constraint that the stylized photo should remain photorealistic.

IMAGE STYLIZATION

Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network

ECCV 2018 YadiraF/PRNet

We propose a straightforward method that simultaneously reconstructs the 3D facial structure and provides dense alignment.

3D FACE RECONSTRUCTION FACE ALIGNMENT

Unified Perceptual Parsing for Scene Understanding

ECCV 2018 CSAILVision/semantic-segmentation-pytorch

In this paper, we study a new task called Unified Perceptual Parsing, which requires the machine vision systems to recognize as many visual concepts as possible from a given image.

SCENE UNDERSTANDING

AMC: AutoML for Model Compression and Acceleration on Mobile Devices

ECCV 2018 NervanaSystems/distiller

Model compression is a critical technique to efficiently deploy neural network models on mobile devices which have limited computation resources and tight power budgets.

AUTOML MODEL COMPRESSION

Multimodal Unsupervised Image-to-Image Translation

ECCV 2018 nvlabs/MUNIT

To translate an image to another domain, we recombine its content code with a random style code sampled from the style space of the target domain.

MULTIMODAL UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION UNSUPERVISED IMAGE-TO-IMAGE TRANSLATION

PyramidBox: A Context-assisted Single Shot Face Detector

ECCV 2018 PaddlePaddle/models

This paper proposes a novel context-assisted single shot face detector, named \emph{PyramidBox} to handle the hard face detection problem.

FACE DETECTION