Open zhreshold opened 5 years ago
Dropping a few things that I would love to have in Gluon CV, though I realize some might not be realistic for 0.5. They don't have issue associated with them because at this stage they are just ideas:
API:
Object Detection:
New Domains:
The thing I'd like to raise here is the inconsistency across our APIs and scripts. Here are some examples:
.demo()
for further visualizationutils
DataParallel
which is not used for classification and detection.The above example could be vague or has been changed. But generally, my point is this inconsistency unnecessarily requires users to learn something new for every new application, or realize A from classification and B from detection are essentially the same concept. Of course, models are so different and we may need special designs, but some inconsistency still could be handled in a better way.
CPU Int8 solution
Enhanced/Additional Tutorials
Note: the following points refer to tutorials.
EDIT:
Easier (or better documented) custom segmentation
Biggest things in the DL-CV field happening right now surely is self-supervised learning. So more GANs: ProGan and StyleGan would be both very interesting but they require custom weighted convolution layers.
Hi,
I am opening a discussion thread for roadmap towards next release to everyone. Specifically, we are looking for:
If you have any item that you'd like to propose to have in the roadmap, please do:
Projects
Models
APIs
Scripts
Improvements
I'll be collecting scattered bug fixes in release note later.
@dmlc/gluon-vision @pengzhao-intel @xinyu-intel @husonchen @kevinthesun @Laurawly @yidawang @ThomasDelteil @chinakook