TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Optical Flow Estimation	KITTI 2012	PWC-Net + ft - axXiv	Average End-Point Error	1.5	# 2
Optical Flow Estimation	KITTI 2015	PWC-Net + ft - axXiv	Fl-all	7.72	# 4
Optical Flow Estimation	Sintel-clean	PWC-Net	Average End-Point Error	3.45	# 6
Optical Flow Estimation	Sintel-final	PWC-Net	Average End-Point Error	4.6	# 9

🦡 Badges

Include the markdown at the top of your GitHub README.md file to showcase the performance of the model.

Badges are live and will be dynamically updated with the latest ranking of this paper.

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/models-matter-so-does-training-an-empirical/optical-flow-estimation-on-kitti-2012)](https://paperswithcode.com/sota/optical-flow-estimation-on-kitti-2012?p=models-matter-so-does-training-an-empirical)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/models-matter-so-does-training-an-empirical/optical-flow-estimation-on-kitti-2015)](https://paperswithcode.com/sota/optical-flow-estimation-on-kitti-2015?p=models-matter-so-does-training-an-empirical)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/models-matter-so-does-training-an-empirical/optical-flow-estimation-on-sintel-clean)](https://paperswithcode.com/sota/optical-flow-estimation-on-sintel-clean?p=models-matter-so-does-training-an-empirical)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/models-matter-so-does-training-an-empirical/optical-flow-estimation-on-sintel-final)](https://paperswithcode.com/sota/optical-flow-estimation-on-sintel-final?p=models-matter-so-does-training-an-empirical)`

Models Matter, So Does Training: An Empirical Study of CNNs for Optical Flow Estimation

14 Sep 2018 • Deqing Sun • Xiaodong Yang • Ming-Yu Liu • Jan Kautz

We investigate two crucial and closely related aspects of CNNs for optical flow estimation: models and training. First, we design a compact but effective CNN model, called PWC-Net, according to simple and well-established principles: pyramidal processing, warping, and cost volume processing... (read more)

PDF Abstract

Code

Add Remove Mark official

NVlabs/PWC-Net official

1,127

Tasks

Add Remove

OPTICAL FLOW ESTIMATION

Datasets

KITTI

Middlebury

MPI Sintel

Results from the Paper

Add Remove

Ranked #2 on Optical Flow Estimation on KITTI 2012

Get a GitHub badge

TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Optical Flow Estimation	KITTI 2012	PWC-Net + ft - axXiv	Average End-Point Error	1.5	# 2	Compare
Optical Flow Estimation	KITTI 2015	PWC-Net + ft - axXiv	Fl-all	7.72	# 4	Compare
Optical Flow Estimation	Sintel-clean	PWC-Net	Average End-Point Error	3.45	# 6	Compare
Optical Flow Estimation	Sintel-final	PWC-Net	Average End-Point Error	4.6	# 9	Compare

Methods used in the Paper

Add Remove

METHOD	TYPE
🤖 No Methods Found	Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet

Models Matter, So Does Training: An Empirical Study of CNNs for Optical Flow Estimation

Code Edit Add Remove Mark official

Tasks Edit Add Remove

Datasets Edit

Results from the Paper Edit Add Remove

Methods used in the Paper Edit Add Remove

Code

Add Remove Mark official

Tasks

Add Remove

Datasets

Results from the Paper

Add Remove

Methods used in the Paper

Add Remove