* fix #4181, invalid link in readme for maskrcnn cityscapes

* undo

* get the last epoch from config

* read eval metrics from the config key

* read the latest log from multiple logs

* use lower case of RESULTS_LUT

* handle evaluation key with VOC dataset case

* toy

* move the position of scipy import

* move the position of scipy import

* fix invalid link of config in faster_rcnn

* FPN deprecated warning

* FPN deprecated warning

* Update pretrain model url

* Fix pretrain model base url

* Add specific class pre-trained models

* Fix isort error

* Update doc description

* Update model url

* Rename config

* Rename config

* Add markdown lint in pre-commit hook

* add markdown lint

* add faster rcnn C5

* add trained faster rcnn C5 model url

* fix typos

* update based on 1-st comments

* update unittest for ChannelMapper

* small changes of ChannelMapper's docstring

* small changes of ChannelMapper's docstring

* fixed typos

* replace url with download

* update to http

* Update links

* clean empty link

* add 3x link

* Update model links

* clean scripts

* fix typo

* Update model performance

* Update performance

* Fix unsaved change

* add conflict check

* update inf speed

* update some models

* update benchmark config and model

* add no aug config

* merge log model table with performance table

* add detectron2 url

* add configs for all models

* fix some configs

* Add benchmark models

* update some benchmarks

* Fix retina config

* add more benchmarks

* update MODEL_ZOO.md

* fix cascade mask num_class bug

* change caffe pretrained url

* fix paramwise_cfg bug

* fix paramwise cfg

* restrict minimum h and w in crop_and_resize

* add grad clip for fcos

* add grad clip for ga retinanet

* fix grad clip

* fix img norm

* fix rpn loss bbox

* fix rpn proposal num

* fix url

* clean

* update comparison

* minor update

* add grad clip for guided anchoring

* fix some typos

* add inference time details

* clean

Co-authored-by: ZwwWayne <wayne.zw@outlook.com>