ReXrank

Chest radiology interpretation leaderboard covering radiology report generation and medical VQA on ReXGradient, MIMIC-CXR, IU-Xray, CheXpert Plus, and ReXVQA.

165rows
inverse_radcliq_v1primary metric
2026-05-27sampled

Metadata

Metrics

1/RadCliQ-v1, BLEU, BertScore, SembScore, RadGraph, RaTEScore, GREEN, CRIMSON, Overall Accuracy

Latest Results

Rows parsed from ReXrank public static leaderboard tables for radiology report generation and medical VQA. Each model-dataset pair is retained as a separate row.

Rank Subject 1/RadCliQ-v1 Model Match Provenance Sampled
1 UniRG-CXR Microsoft Research (IU-Xray) 5.138 Imported 2026-05-27
2 UniRG-CXR Microsoft Research (IU-Xray) 4.804 Imported 2026-05-27
3 MedGemma 1.5 4B Google (ReXGradient private) 3.048 Imported 2026-05-27
4 zzy-RGv2-2b Individual (IU-Xray) 2.43 Imported 2026-05-27
5 MoERad-IU IIT Madras (IU-Xray) 1.922 Imported 2026-05-27
6 RadPhi4VisionCXR Microsoft Research (IU-Xray) 1.859 Imported 2026-05-27
7 CheXOne-R1 Stanford (IU-Xray) 1.669 Imported 2026-05-27
8 UniRG-CXR Microsoft Research (ReXGradient private) 1.622 Imported 2026-05-27
9 UniRG-CXR Microsoft Research (ReXGradient private) 1.59 Imported 2026-05-27
10 RadPhi4VisionCXR Microsoft Research (ReXGradient private) 1.556 Imported 2026-05-27
11 MedGemma 1.5 4B Google (IU-Xray) 1.555 Imported 2026-05-27
12 zzy-RGv2-2b Individual (ReXGradient private) 1.496 Imported 2026-05-27
13 MedVersa Harvard (IU-Xray) 1.46 Imported 2026-05-27
14 CXRMate-RRG24 CSIRO (IU-Xray) 1.458 Imported 2026-05-27
15 MedVersa Harvard (IU-Xray) 1.452 Imported 2026-05-27
16 MedGemma 1.5 4B Google (IU-Xray) 1.385 Imported 2026-05-27
17 VLCI-IU SYSU (IU-Xray) 1.381 Imported 2026-05-27
18 MedGemma Google (IU-Xray) 1.34 Imported 2026-05-27
19 CX-Mind SJTU (IU-Xray) 1.328 Imported 2026-05-27
20 MAIRA-2 Microsoft (IU-Xray) 1.298 Imported 2026-05-27
21 Cvt2distilgpt2-IU CSIRO (IU-Xray) 1.283 Imported 2026-05-27
22 zzy-RGv2-2b Individual (MIMIC-CXR) 1.267 Imported 2026-05-27
23 CheXpertPlus-CheX-MIMIC Stanford (IU-Xray) 1.249 Imported 2026-05-27
24 UniRG-CXR Microsoft Research (MIMIC-CXR) 1.233 Imported 2026-05-27
25 CXRMate-ED CSIRO (IU-Xray) 1.22 Imported 2026-05-27
26 RadFM SJTU (IU-Xray) 1.22 Imported 2026-05-27
27 DD-LLaVA-X SNUH (IU-Xray) 1.204 Imported 2026-05-27
28 RadFM SJTU (IU-Xray) 1.187 Imported 2026-05-27
29 RadPhi4VisionCXR Microsoft Research (MIMIC-CXR) 1.183 Imported 2026-05-27
30 CheXpertPlus-CheX-MIMIC Stanford (IU-Xray) 1.179 Imported 2026-05-27
31 Libra University of Glasgow (IU-Xray) 1.176 Imported 2026-05-27
32 RGRG TUM (IU-Xray) 1.174 Imported 2026-05-27
33 RadPhi3.5Vision Microsoft (IU-Xray) 1.166 Imported 2026-05-27
34 UniRG-CXR Microsoft Research (CheXpert Plus) 1.156 Imported 2026-05-27
35 Cvt2distilgpt2-MIMIC CSIRO (IU-Xray) 1.126 Imported 2026-05-27
36 CheXOne-R1 Stanford (ReXGradient private) 1.116 Imported 2026-05-27
37 CheXpertPlus-MIMIC Stanford (IU-Xray) 1.111 Imported 2026-05-27
38 zzy-RGv2-2b Individual (CheXpert Plus) 1.111 Imported 2026-05-27
39 MedVersa Harvard (MIMIC-CXR) 1.103 Imported 2026-05-27
40 RaDialog TUM (IU-Xray) 1.086 Imported 2026-05-27
41 UniRG-CXR Microsoft Research (MIMIC-CXR) 1.066 Imported 2026-05-27
42 CheXOne-R1 Stanford (MIMIC-CXR) 1.06 Imported 2026-05-27
43 CheXOne-R1 Stanford (CheXpert Plus) 1.048 Imported 2026-05-27
44 CheXOne-R1 Stanford (IU-Xray) 1.042 Imported 2026-05-27
45 MoERad-MIMIC IIT Madras (IU-Xray) 1.02 Imported 2026-05-27
46 MoERad-IU IIT Madras (ReXGradient private) 1.018 Imported 2026-05-27
47 MedVersa Harvard (ReXGradient private) 1.008 Imported 2026-05-27
48 MedGemma Google (ReXGradient private) 1.008 Imported 2026-05-27
49 CheXpertPlus-CheX Stanford (IU-Xray) 0.995 Imported 2026-05-27
50 CheXpertPlus-MIMIC Stanford (IU-Xray) 0.988 Imported 2026-05-27
51 MedVersa Harvard (ReXGradient private) 0.984 Imported 2026-05-27
52 MAIRA-2 Microsoft (ReXGradient private) 0.963 Imported 2026-05-27
53 MedGemma 1.5 4B Google (ReXGradient private) 0.957 Imported 2026-05-27
54 BiomedGPT-IU Lehigh University (IU-Xray) 0.956 Imported 2026-05-27
55 RadPhi4VisionCXR Microsoft Research (ReXVQA) 0.94 Imported 2026-05-27
56 RadPhi4VisionCXR Microsoft Research (CheXpert Plus) 0.934 Imported 2026-05-27
57 CheXOne-R1 Stanford (ReXGradient private) 0.926 Imported 2026-05-27
58 CheXpertPlus-CheX Stanford (IU-Xray) 0.92 Imported 2026-05-27
59 MedVersa Harvard (MIMIC-CXR) 0.919 Imported 2026-05-27
60 CX-Mind SJTU (ReXGradient private) 0.917 Imported 2026-05-27
61 VLCI-MIMIC SYSU (IU-Xray) 0.913 Imported 2026-05-27
62 CheXOne-R1 Stanford (MIMIC-CXR) 0.911 Imported 2026-05-27
63 Libra University of Glasgow (MIMIC-CXR) 0.898 Imported 2026-05-27
64 VLCI-IU SYSU (ReXGradient private) 0.897 Imported 2026-05-27
65 RadPhi3.5Vision Microsoft (ReXGradient private) 0.891 Imported 2026-05-27
66 RGRG TUM (ReXGradient private) 0.888 Imported 2026-05-27
67 RadPhi3.5Vision Microsoft (MIMIC-CXR) 0.888 Imported 2026-05-27
68 DD-LLaVA-X SNUH (ReXGradient private) 0.886 Imported 2026-05-27
69 Libra University of Glasgow (ReXGradient private) 0.881 Imported 2026-05-27
70 CheXOne-R1 Stanford (ReXVQA) 0.8803 Imported 2026-05-27
71 RaDialog TUM (ReXGradient private) 0.876 Imported 2026-05-27
72 CXRMate-ED CSIRO (ReXGradient private) 0.872 Imported 2026-05-27
73 CXRMate-ED CSIRO (MIMIC-CXR) 0.872 Imported 2026-05-27
74 CXRMate-RRG24 CSIRO (MIMIC-CXR) 0.87 Imported 2026-05-27
75 Cvt2distilgpt2-MIMIC CSIRO (ReXGradient private) 0.866 Imported 2026-05-27
76 RadPhi3.5Vision Microsoft (CheXpert Plus) 0.86 Imported 2026-05-27
77 Cvt2distilgpt2-IU CSIRO (ReXGradient private) 0.842 Imported 2026-05-27
78 CheXpertPlus-CheX-MIMIC Stanford (ReXGradient private) 0.838 Imported 2026-05-27
79 MedGemma-4B-it Google (ReXVQA) 0.8344 Imported 2026-05-27
80 CheXpertPlus-CheX-MIMIC Stanford (ReXGradient private) 0.83 Imported 2026-05-27
81 CheXagent Stanford (IU-Xray) 0.827 Imported 2026-05-27
82 CheXpertPlus-CheX-MIMIC Stanford (MIMIC-CXR) 0.825 Imported 2026-05-27
83 CheXpertPlus-CheX-MIMIC Stanford (CheXpert Plus) 0.808 Imported 2026-05-27
84 CheXpertPlus-CheX-MIMIC Stanford (MIMIC-CXR) 0.805 Imported 2026-05-27
85 CheXpertPlus-MIMIC Stanford (MIMIC-CXR) 0.802 Imported 2026-05-27
86 DD-LLaVA-X SNUH (MIMIC-CXR) 0.801 Imported 2026-05-27
87 CXRMate-RRG24 CSIRO (CheXpert Plus) 0.801 Imported 2026-05-27
88 RaDialog TUM (MIMIC-CXR) 0.799 Imported 2026-05-27
89 CXRMate-RRG24 CSIRO (ReXGradient private) 0.792 Imported 2026-05-27
90 CheXpertPlus-MIMIC Stanford (ReXGradient private) 0.791 Imported 2026-05-27
91 CheXpertPlus-MIMIC Stanford (MIMIC-CXR) 0.788 Imported 2026-05-27
92 MAIRA-2 Microsoft (CheXpert Plus) 0.788 Imported 2026-05-27
93 CheXpertPlus-CheX Stanford (ReXGradient private) 0.787 Imported 2026-05-27
94 CheXpertPlus-CheX Stanford (CheXpert Plus) 0.786 Imported 2026-05-27
95 CX-Mind SJTU (MIMIC-CXR) 0.782 Imported 2026-05-27
96 CheXpertPlus-MIMIC Stanford (ReXGradient private) 0.777 Imported 2026-05-27
97 RadFM SJTU (ReXGradient private) 0.775 Imported 2026-05-27
98 BiomedGPT-IU Lehigh University (ReXGradient private) 0.771 Imported 2026-05-27
99 MoERad-MIMIC IIT Madras (ReXGradient private) 0.756 Imported 2026-05-27
100 RGRG TUM (MIMIC-CXR) 0.755 Imported 2026-05-27
101 DD-LLaVA-X SNUH (CheXpert Plus) 0.753 Imported 2026-05-27
102 CheXpertPlus-CheX Stanford (ReXGradient private) 0.748 Imported 2026-05-27
103 MedGemma Google (MIMIC-CXR) 0.744 Imported 2026-05-27
104 CheXagent Stanford (MIMIC-CXR) 0.741 Imported 2026-05-27
105 RadFM SJTU (ReXGradient private) 0.737 Imported 2026-05-27
106 MedGemma 1.5 4B Google (MIMIC-CXR) 0.734 Imported 2026-05-27
107 MoERad-MIMIC IIT Madras (MIMIC-CXR) 0.726 Imported 2026-05-27
108 CXRMate-ED CSIRO (CheXpert Plus) 0.723 Imported 2026-05-27
109 VLCI-MIMIC SYSU (ReXGradient private) 0.721 Imported 2026-05-27
110 Cvt2distilgpt2-MIMIC CSIRO (MIMIC-CXR) 0.719 Imported 2026-05-27
111 MedVersa Harvard (CheXpert Plus) 0.719 Imported 2026-05-27
112 Libra University of Glasgow (CheXpert Plus) 0.718 Imported 2026-05-27
113 CheXpertPlus-CheX Stanford (MIMIC-CXR) 0.715 Imported 2026-05-27
114 RaDialog TUM (CheXpert Plus) 0.709 Imported 2026-05-27
115 GPT4V OpenAI (IU-Xray) 0.708 GPT-4
openai-gpt-4
Imported 2026-05-27
116 MedGemma Google (CheXpert Plus) 0.706 Imported 2026-05-27
117 UniRG-CXR Microsoft Research (CheXpert Plus) 0.702 Imported 2026-05-27
118 CheXpertPlus-CheX Stanford (MIMIC-CXR) 0.698 Imported 2026-05-27
119 MAIRA-2 Microsoft (MIMIC-CXR) 0.694 Imported 2026-05-27
120 Eagle2-9B NVIDIA (ReXVQA) 0.6939 Imported 2026-05-27
121 Qwen2.5VL-7B-Instruct Alibaba (ReXVQA) 0.6867 Imported 2026-05-27
122 Qwen2VL-7B-Instruct Alibaba (ReXVQA) 0.6835 Imported 2026-05-27
123 GPT4V OpenAI (IU-Xray) 0.683 GPT-4
openai-gpt-4
Imported 2026-05-27
124 VLCI-MIMIC SYSU (MIMIC-CXR) 0.68 Imported 2026-05-27
125 CheXOne-R1 Stanford (CheXpert Plus) 0.68 Imported 2026-05-27
126 MedGemma 1.5 4B Google (MIMIC-CXR) 0.678 Imported 2026-05-27
127 CheXagent Stanford (ReXGradient private) 0.674 Imported 2026-05-27
128 RGRG TUM (CheXpert Plus) 0.674 Imported 2026-05-27
129 CheXpertPlus-MIMIC Stanford (CheXpert Plus) 0.663 Imported 2026-05-27
130 CX-Mind SJTU (CheXpert Plus) 0.656 Imported 2026-05-27
131 RadFM SJTU (MIMIC-CXR) 0.65 Imported 2026-05-27
132 MoERad-IU IIT Madras (MIMIC-CXR) 0.643 Imported 2026-05-27
133 MoERad-MIMIC IIT Madras (CheXpert Plus) 0.641 Imported 2026-05-27
134 CheXagent Stanford (CheXpert Plus) 0.638 Imported 2026-05-27
135 MedGemma 1.5 4B Google (CheXpert Plus) 0.632 Imported 2026-05-27
136 GPT4V OpenAI (ReXGradient private) 0.629 GPT-4
openai-gpt-4
Imported 2026-05-27
137 Janus-Pro-7B DeepSeek (ReXVQA) 0.627 Imported 2026-05-27
138 Cvt2distilgpt2-MIMIC CSIRO (CheXpert Plus) 0.626 Imported 2026-05-27
139 RadFM SJTU (MIMIC-CXR) 0.625 Imported 2026-05-27
140 Phi35-Vision-Instruct Microsoft (ReXVQA) 0.618 Imported 2026-05-27
141 Cvt2distilgpt2-IU CSIRO (MIMIC-CXR) 0.613 Imported 2026-05-27
142 GPT4V OpenAI (ReXGradient private) 0.605 GPT-4
openai-gpt-4
Imported 2026-05-27
143 VLCI-IU SYSU (MIMIC-CXR) 0.599 Imported 2026-05-27
144 MoERad-IU IIT Madras (CheXpert Plus) 0.595 Imported 2026-05-27
145 VLCI-MIMIC SYSU (CheXpert Plus) 0.589 Imported 2026-05-27
146 Cvt2distilgpt2-IU CSIRO (CheXpert Plus) 0.577 Imported 2026-05-27
147 RadFM SJTU (CheXpert Plus) 0.572 Imported 2026-05-27
148 GPT4V OpenAI (CheXpert Plus) 0.568 GPT-4
openai-gpt-4
Imported 2026-05-27
149 GPT4V OpenAI (MIMIC-CXR) 0.558 GPT-4
openai-gpt-4
Imported 2026-05-27
150 VLCI-IU SYSU (CheXpert Plus) 0.555 Imported 2026-05-27
151 BiomedGPT-IU Lehigh University (CheXpert Plus) 0.552 Imported 2026-05-27
152 GPT4V OpenAI (MIMIC-CXR) 0.549 GPT-4
openai-gpt-4
Imported 2026-05-27
153 BiomedGPT-IU Lehigh University (MIMIC-CXR) 0.544 Imported 2026-05-27
154 LLM-CXR KAIST (CheXpert Plus) 0.519 Imported 2026-05-27
155 LLM-CXR KAIST (MIMIC-CXR) 0.516 Imported 2026-05-27
156 CheXpertPlus_CheX Stanford (CheXpert Plus) 0.512 Imported 2026-05-27
157 CheXpertPlus_CheX_MIMIC Stanford (CheXpert Plus) 0.511 Imported 2026-05-27
158 LLM-CXR KAIST (ReXGradient private) 0.507 Imported 2026-05-27
159 MedVersa Harvard (CheXpert Plus) 0.493 Imported 2026-05-27
160 LLM-CXR KAIST (IU-Xray) 0.486 Imported 2026-05-27
161 CheXpertPlus_MIMIC Stanford (CheXpert Plus) 0.482 Imported 2026-05-27
162 MedGemma 1.5 4B Google (CheXpert Plus) 0.466 Imported 2026-05-27
163 RadFM SJTU (CheXpert Plus) 0.443 Imported 2026-05-27
164 GPT4V OpenAI (CheXpert Plus) 0.431 GPT-4
openai-gpt-4
Imported 2026-05-27
165 LLaVA-1.5-7B Meta (ReXVQA) 0.2632 Imported 2026-05-27