diff --git a/configs/albu_example/README.md b/configs/albu_example/README.md
index bf35a9bc8..99b3d2bc3 100644
--- a/configs/albu_example/README.md
+++ b/configs/albu_example/README.md
@@ -1,6 +1,6 @@
 # Albu Example
 
-[OTHERS]
+<!-- [OTHERS] -->
 
 ```
 @article{2018arXiv180906839B,
diff --git a/configs/atss/README.md b/configs/atss/README.md
index 4ba915002..a2dc322ac 100644
--- a/configs/atss/README.md
+++ b/configs/atss/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{zhang2019bridging,
diff --git a/configs/autoassign/README.md b/configs/autoassign/README.md
index af1dde185..c0dba8246 100644
--- a/configs/autoassign/README.md
+++ b/configs/autoassign/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @article{zhu2020autoassign,
diff --git a/configs/carafe/README.md b/configs/carafe/README.md
index d9ca6644f..ce3b862ee 100644
--- a/configs/carafe/README.md
+++ b/configs/carafe/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide config files to reproduce the object detection & instance segmentation results in the ICCV 2019 Oral paper for [CARAFE: Content-Aware ReAssembly of FEatures](https://arxiv.org/abs/1905.02188).
 
diff --git a/configs/cascade_rcnn/README.md b/configs/cascade_rcnn/README.md
index 15e6191ab..4b1b4c87f 100644
--- a/configs/cascade_rcnn/README.md
+++ b/configs/cascade_rcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{Cai_2019,
diff --git a/configs/cascade_rpn/README.md b/configs/cascade_rpn/README.md
index 2b0c6de8f..aa7782c31 100644
--- a/configs/cascade_rpn/README.md
+++ b/configs/cascade_rpn/README.md
@@ -1,6 +1,6 @@
 # Cascade RPN
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide the code for reproducing experiment results of [Cascade RPN](https://arxiv.org/abs/1909.06720).
 
diff --git a/configs/centripetalnet/README.md b/configs/centripetalnet/README.md
index 18631da0a..bc9a4b177 100644
--- a/configs/centripetalnet/README.md
+++ b/configs/centripetalnet/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @InProceedings{Dong_2020_CVPR,
diff --git a/configs/cityscapes/README.md b/configs/cityscapes/README.md
index d892fc93a..10707fb57 100644
--- a/configs/cityscapes/README.md
+++ b/configs/cityscapes/README.md
@@ -1,6 +1,6 @@
 # Cityscapes Dataset
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```
 @inproceedings{Cordts2016Cityscapes,
diff --git a/configs/cornernet/README.md b/configs/cornernet/README.md
index 51e5e7a5b..302e332da 100644
--- a/configs/cornernet/README.md
+++ b/configs/cornernet/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{law2018cornernet,
diff --git a/configs/dcn/README.md b/configs/dcn/README.md
index 78e2dc146..ebcf89dac 100644
--- a/configs/dcn/README.md
+++ b/configs/dcn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```none
 @inproceedings{dai2017deformable,
@@ -13,7 +13,7 @@
 }
 ```
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @article{zhu2018deformable,
diff --git a/configs/deepfashion/README.md b/configs/deepfashion/README.md
index c182bea0f..68e57e4fa 100644
--- a/configs/deepfashion/README.md
+++ b/configs/deepfashion/README.md
@@ -1,6 +1,6 @@
 # DeepFashion
 
-[DATASET]
+<!-- [DATASET] -->
 
 [MMFashion](https://github.com/open-mmlab/mmfashion) develops "fashion parsing and segmentation" module
 based on the dataset
diff --git a/configs/detectors/README.md b/configs/detectors/README.md
index 46dee5ead..a2c6d427a 100644
--- a/configs/detectors/README.md
+++ b/configs/detectors/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide the config files for [DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution](https://arxiv.org/pdf/2006.02334.pdf).
 
diff --git a/configs/detr/README.md b/configs/detr/README.md
index 711a308a5..c5444b4df 100644
--- a/configs/detr/README.md
+++ b/configs/detr/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide the config files for DETR: [End-to-End Object Detection with Transformers](https://arxiv.org/abs/2005.12872).
 
diff --git a/configs/double_heads/README.md b/configs/double_heads/README.md
index 3ad4f49c9..b7cf4c0ef 100644
--- a/configs/double_heads/README.md
+++ b/configs/double_heads/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{wu2019rethinking,
diff --git a/configs/dynamic_rcnn/README.md b/configs/dynamic_rcnn/README.md
index 958f1a95d..9c4c0e4ff 100644
--- a/configs/dynamic_rcnn/README.md
+++ b/configs/dynamic_rcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @article{DynamicRCNN,
diff --git a/configs/empirical_attention/README.md b/configs/empirical_attention/README.md
index f9782d7ef..380acd003 100644
--- a/configs/empirical_attention/README.md
+++ b/configs/empirical_attention/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{zhu2019empirical,
diff --git a/configs/fast_rcnn/README.md b/configs/fast_rcnn/README.md
index c756507ab..3be862a3c 100644
--- a/configs/fast_rcnn/README.md
+++ b/configs/fast_rcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{girshick2015fast,
diff --git a/configs/faster_rcnn/README.md b/configs/faster_rcnn/README.md
index d43fc6da6..74330bc90 100644
--- a/configs/faster_rcnn/README.md
+++ b/configs/faster_rcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{Ren_2017,
diff --git a/configs/fcos/README.md b/configs/fcos/README.md
index c6209d2fa..ae5470af3 100644
--- a/configs/fcos/README.md
+++ b/configs/fcos/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{tian2019fcos,
diff --git a/configs/foveabox/README.md b/configs/foveabox/README.md
index 91a43c979..47f0f943f 100644
--- a/configs/foveabox/README.md
+++ b/configs/foveabox/README.md
@@ -1,6 +1,6 @@
 # FoveaBox: Beyond Anchor-based Object Detector
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 FoveaBox is an accurate, flexible and completely anchor-free object detection system for object detection framework, as presented in our paper [https://arxiv.org/abs/1904.03797](https://arxiv.org/abs/1904.03797):
 Different from previous anchor-based methods, FoveaBox directly learns the object existing possibility and the bounding box coordinates without anchor reference. This is achieved by: (a) predicting category-sensitive semantic maps for the object existing possibility, and (b) producing category-agnostic bounding box for each position that potentially contains an object.
diff --git a/configs/fp16/README.md b/configs/fp16/README.md
index 17eaa7d1d..23d6eaf4d 100644
--- a/configs/fp16/README.md
+++ b/configs/fp16/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[OTHERS]
+<!-- [OTHERS] -->
 
 ```latex
 @article{micikevicius2017mixed,
diff --git a/configs/free_anchor/README.md b/configs/free_anchor/README.md
index 6d6474c90..c2ba5450c 100644
--- a/configs/free_anchor/README.md
+++ b/configs/free_anchor/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{zhang2019freeanchor,
diff --git a/configs/fsaf/README.md b/configs/fsaf/README.md
index 42468c8bf..d6291ddbc 100644
--- a/configs/fsaf/README.md
+++ b/configs/fsaf/README.md
@@ -1,6 +1,6 @@
 # Feature Selective Anchor-Free Module for Single-Shot Object Detection
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 FSAF is an anchor-free method published in CVPR2019 ([https://arxiv.org/pdf/1903.00621.pdf](https://arxiv.org/pdf/1903.00621.pdf)).
 Actually it is equivalent to the anchor-based method with only one anchor at each feature map position in each FPN level.
diff --git a/configs/gcnet/README.md b/configs/gcnet/README.md
index 0ef8db737..a1d3ecaac 100644
--- a/configs/gcnet/README.md
+++ b/configs/gcnet/README.md
@@ -7,7 +7,7 @@ We provide config files to reproduce the results in the paper for
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 **GCNet** is initially described in [arxiv](https://arxiv.org/abs/1904.11492). Via absorbing advantages of Non-Local Networks (NLNet) and Squeeze-Excitation Networks (SENet),  GCNet provides a simple, fast and effective approach for global context modeling, which generally outperforms both NLNet and SENet on major benchmarks for various recognition tasks.
 
diff --git a/configs/gfl/README.md b/configs/gfl/README.md
index 53ae22b75..a71b9488c 100644
--- a/configs/gfl/README.md
+++ b/configs/gfl/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide config files to reproduce the object detection results in the paper [Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection](https://arxiv.org/abs/2006.04388)
 
diff --git a/configs/ghm/README.md b/configs/ghm/README.md
index 6a70bcd4d..5f16594c6 100644
--- a/configs/ghm/README.md
+++ b/configs/ghm/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @inproceedings{li2019gradient,
diff --git a/configs/gn+ws/README.md b/configs/gn+ws/README.md
index 988fb13ee..8c7a23436 100644
--- a/configs/gn+ws/README.md
+++ b/configs/gn+ws/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @article{weightstandardization,
diff --git a/configs/gn/README.md b/configs/gn/README.md
index 48ee7ad39..27f501488 100644
--- a/configs/gn/README.md
+++ b/configs/gn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{wu2018group,
diff --git a/configs/grid_rcnn/README.md b/configs/grid_rcnn/README.md
index a1e83525d..3fba57b75 100644
--- a/configs/grid_rcnn/README.md
+++ b/configs/grid_rcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{lu2019grid,
diff --git a/configs/groie/README.md b/configs/groie/README.md
index 490349d4d..7016b36b7 100644
--- a/configs/groie/README.md
+++ b/configs/groie/README.md
@@ -11,7 +11,7 @@ on COCO object detection.
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 This paper is motivated by the need to overcome to the limitations of existing
 RoI extractors which select only one (the best) layer from FPN.
diff --git a/configs/guided_anchoring/README.md b/configs/guided_anchoring/README.md
index 4c3c86cd8..b17cab160 100644
--- a/configs/guided_anchoring/README.md
+++ b/configs/guided_anchoring/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide config files to reproduce the results in the CVPR 2019 paper for [Region Proposal by Guided Anchoring](https://arxiv.org/abs/1901.03278).
 
diff --git a/configs/hrnet/README.md b/configs/hrnet/README.md
index 35b8878bb..472f8ad31 100644
--- a/configs/hrnet/README.md
+++ b/configs/hrnet/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{SunXLW19,
diff --git a/configs/htc/README.md b/configs/htc/README.md
index 6af02da49..2cf9e7732 100644
--- a/configs/htc/README.md
+++ b/configs/htc/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide config files to reproduce the results in the CVPR 2019 paper for [Hybrid Task Cascade](https://arxiv.org/abs/1901.07518).
 
diff --git a/configs/instaboost/README.md b/configs/instaboost/README.md
index 5ab74a1af..4755073f4 100644
--- a/configs/instaboost/README.md
+++ b/configs/instaboost/README.md
@@ -1,6 +1,6 @@
 # InstaBoost for MMDetection
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 Configs in this directory is the implementation for ICCV2019 paper "InstaBoost: Boosting Instance Segmentation Via Probability Map Guided Copy-Pasting" and provided by the authors of the paper. InstaBoost is a data augmentation method for object detection and instance segmentation. The paper has been released on [`arXiv`](https://arxiv.org/abs/1908.07801).
 
diff --git a/configs/ld/readme.md b/configs/ld/README.md
similarity index 98%
rename from configs/ld/readme.md
rename to configs/ld/README.md
index ab26e946a..0177f1e67 100644
--- a/configs/ld/readme.md
+++ b/configs/ld/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @Article{zheng2021LD,
diff --git a/configs/legacy_1.x/README.md b/configs/legacy_1.x/README.md
index 61b2aa811..38a2a0e47 100644
--- a/configs/legacy_1.x/README.md
+++ b/configs/legacy_1.x/README.md
@@ -1,6 +1,6 @@
 # Legacy Configs in MMDetection V1.x
 
-[OTHERS]
+<!-- [OTHERS] -->
 
 Configs in this directory implement the legacy configs used by MMDetection V1.x and its model zoos.
 
diff --git a/configs/libra_rcnn/README.md b/configs/libra_rcnn/README.md
index 1f28087f6..49bf9e0ec 100644
--- a/configs/libra_rcnn/README.md
+++ b/configs/libra_rcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide config files to reproduce the results in the CVPR 2019 paper [Libra R-CNN](https://arxiv.org/pdf/1904.02701.pdf).
 
diff --git a/configs/lvis/README.md b/configs/lvis/README.md
index 10fa6d542..a40d3bfa7 100644
--- a/configs/lvis/README.md
+++ b/configs/lvis/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```latex
 @inproceedings{gupta2019lvis,
diff --git a/configs/mask_rcnn/README.md b/configs/mask_rcnn/README.md
index fd1dc5bc4..87e4d062a 100644
--- a/configs/mask_rcnn/README.md
+++ b/configs/mask_rcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{He_2017,
diff --git a/configs/ms_rcnn/README.md b/configs/ms_rcnn/README.md
index c19dee36e..76f5af3b8 100644
--- a/configs/ms_rcnn/README.md
+++ b/configs/ms_rcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @inproceedings{huang2019msrcnn,
diff --git a/configs/nas_fcos/README.md b/configs/nas_fcos/README.md
index 05ac996a4..84abfe08a 100644
--- a/configs/nas_fcos/README.md
+++ b/configs/nas_fcos/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{wang2019fcos,
diff --git a/configs/nas_fpn/README.md b/configs/nas_fpn/README.md
index 81f25b2a3..6a52eadb1 100644
--- a/configs/nas_fpn/README.md
+++ b/configs/nas_fpn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{ghiasi2019fpn,
diff --git a/configs/paa/README.md b/configs/paa/README.md
index 9960dcf9c..82c19f32c 100644
--- a/configs/paa/README.md
+++ b/configs/paa/README.md
@@ -1,6 +1,6 @@
 # Probabilistic Anchor Assignment with IoU Prediction for Object Detection
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{paa-eccv2020,
diff --git a/configs/pafpn/README.md b/configs/pafpn/README.md
index 03227e264..3ddd451c1 100644
--- a/configs/pafpn/README.md
+++ b/configs/pafpn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @inproceedings{liu2018path,
diff --git a/configs/pascal_voc/README.md b/configs/pascal_voc/README.md
index f730242b7..e7a7ee8be 100644
--- a/configs/pascal_voc/README.md
+++ b/configs/pascal_voc/README.md
@@ -1,6 +1,6 @@
 # PASCAL VOC Dataset
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```
 @Article{Everingham10,
diff --git a/configs/pisa/README.md b/configs/pisa/README.md
index 2ab689e2a..69a1a3f16 100644
--- a/configs/pisa/README.md
+++ b/configs/pisa/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{cao2019prime,
diff --git a/configs/point_rend/README.md b/configs/point_rend/README.md
index af5ded187..998e51eb2 100644
--- a/configs/point_rend/README.md
+++ b/configs/point_rend/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @InProceedings{kirillov2019pointrend,
diff --git a/configs/reppoints/README.md b/configs/reppoints/README.md
index 2ab22cd8e..10d6792d1 100644
--- a/configs/reppoints/README.md
+++ b/configs/reppoints/README.md
@@ -7,7 +7,7 @@ We provide code support and configuration files to reproduce the results in the
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 **RepPoints**, initially described in [arXiv](https://arxiv.org/abs/1904.11490), is a new representation method for visual objects, on which visual understanding tasks are typically centered. Visual object representation, aiming at both geometric description and appearance feature extraction, is conventionally achieved by `bounding box + RoIPool (RoIAlign)`. The bounding box representation is convenient to use; however, it provides only a rectangular localization of objects that lacks geometric precision and may consequently degrade feature quality. Our new representation, RepPoints, models objects by a `point set` instead of a `bounding box`, which learns to adaptively position themselves over an object in a manner that circumscribes the object’s `spatial extent` and enables `semantically aligned feature extraction`. This richer and more flexible representation maintains the convenience of bounding boxes while facilitating various visual understanding applications. This repo demonstrated the effectiveness of RepPoints for COCO object detection.
 
diff --git a/configs/res2net/README.md b/configs/res2net/README.md
index ca9f934f9..9bcc23872 100644
--- a/configs/res2net/README.md
+++ b/configs/res2net/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We propose a novel building block for CNNs, namely Res2Net, by constructing hierarchical residual-like connections within one single residual block. The Res2Net represents multi-scale features at a granular level and increases the range of receptive fields for each network layer.
 
diff --git a/configs/retinanet/README.md b/configs/retinanet/README.md
index 6b6653421..e963300a9 100644
--- a/configs/retinanet/README.md
+++ b/configs/retinanet/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{lin2017focal,
diff --git a/configs/rpn/README.md b/configs/rpn/README.md
index 4f6f712c3..44bf80ed2 100644
--- a/configs/rpn/README.md
+++ b/configs/rpn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @inproceedings{ren2015faster,
diff --git a/configs/sabl/README.md b/configs/sabl/README.md
index 34b8367d3..bb612a5f7 100644
--- a/configs/sabl/README.md
+++ b/configs/sabl/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide config files to reproduce the object detection results in the ECCV 2020 Spotlight paper for [Side-Aware Boundary Localization for More Precise Object Detection](https://arxiv.org/abs/1912.04260).
 
diff --git a/configs/scnet/README.md b/configs/scnet/README.md
index 1749df0cb..3757be133 100644
--- a/configs/scnet/README.md
+++ b/configs/scnet/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 We provide the code for reproducing experiment results of [SCNet](https://arxiv.org/abs/2012.10150).
 
diff --git a/configs/scratch/README.md b/configs/scratch/README.md
index a338dc5d2..4d01cf414 100644
--- a/configs/scratch/README.md
+++ b/configs/scratch/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{he2018rethinking,
diff --git a/configs/sparse_rcnn/README.md b/configs/sparse_rcnn/README.md
index 60cc8a93e..bd5f1571f 100644
--- a/configs/sparse_rcnn/README.md
+++ b/configs/sparse_rcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @article{peize2020sparse,
diff --git a/configs/ssd/README.md b/configs/ssd/README.md
index 51262d68e..bef916dc7 100644
--- a/configs/ssd/README.md
+++ b/configs/ssd/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @article{Liu_2016,
diff --git a/configs/tridentnet/README.md b/configs/tridentnet/README.md
index 8ab7c2896..b6263f271 100644
--- a/configs/tridentnet/README.md
+++ b/configs/tridentnet/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @InProceedings{li2019scale,
diff --git a/configs/vfnet/README.md b/configs/vfnet/README.md
index 9aa0d0b9e..363f1b900 100644
--- a/configs/vfnet/README.md
+++ b/configs/vfnet/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 **VarifocalNet (VFNet)** learns to predict the IoU-aware classification score which mixes the object presence confidence and localization accuracy together as the detection score for a bounding box. The learning is supervised by the proposed Varifocal Loss (VFL), based on a new star-shaped bounding box feature representation (the features at nine yellow sampling points). Given the new representation, the object localization accuracy is further improved by refining the initially regressed bounding box. The full paper is available at: [https://arxiv.org/abs/2008.13367](https://arxiv.org/abs/2008.13367).
 
diff --git a/configs/wider_face/README.md b/configs/wider_face/README.md
index c62e10d18..b8fe47425 100644
--- a/configs/wider_face/README.md
+++ b/configs/wider_face/README.md
@@ -1,6 +1,6 @@
 # WIDER Face Dataset
 
-[DATASET]
+<!-- [DATASET] -->
 
 To use the WIDER Face dataset you need to download it
 and extract to the `data/WIDERFace` folder. Annotation in the VOC format
diff --git a/configs/yolact/README.md b/configs/yolact/README.md
index c2324f0d2..da3559bbe 100644
--- a/configs/yolact/README.md
+++ b/configs/yolact/README.md
@@ -1,6 +1,6 @@
 # **Y**ou **O**nly **L**ook **A**t **C**oefficien**T**s
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
     ██╗   ██╗ ██████╗ ██╗      █████╗  ██████╗████████╗
diff --git a/configs/yolo/README.md b/configs/yolo/README.md
index 1f539c6f1..a2e7a2bc8 100644
--- a/configs/yolo/README.md
+++ b/configs/yolo/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```latex
 @misc{redmon2018yolov3,