diff --git a/README.md b/README.md
index af2a2c0..85123a5 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,8 @@
 # Multi-modal Queried Object Detection in the Wild (NeurIPS 2023)
-<!-- <img src=".asset/method.png" width="800">  -->
+
+[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/multi-modal-queried-object-detection-in-the/zero-shot-object-detection-on-lvis-v1-0)](https://paperswithcode.com/sota/zero-shot-object-detection-on-lvis-v1-0?p=multi-modal-queried-object-detection-in-the)
+[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/multi-modal-queried-object-detection-in-the/zero-shot-object-detection-on-lvis-v1-0-val)](https://paperswithcode.com/sota/zero-shot-object-detection-on-lvis-v1-0-val?p=multi-modal-queried-object-detection-in-the)
+[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/multi-modal-queried-object-detection-in-the/zero-shot-object-detection-on-odinw)](https://paperswithcode.com/sota/zero-shot-object-detection-on-odinw?p=multi-modal-queried-object-detection-in-the)
 
 Official PyTorch implementation of "[Multi-modal Queried Object Detection in the Wild](https://arxiv.org/abs/2305.18980)": the first multi-modal queried open-set object detector.
 
@@ -264,4 +267,4 @@ python tools/eval_odinw.py --config_file configs/pretrain/mq-glip-t.yaml \
 --setting finetuning-free \
 --add_name tiny \
 --log_path 'OUTPUT/odinw_vision_log/'
-```
\ No newline at end of file
+```