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PathMMU: A Massive Multimodal Expert-Level Benchmark for Understanding
  and Reasoning in Pathology

PathMMU: A Massive Multimodal Expert-Level Benchmark for Understanding and Reasoning in Pathology

29 January 2024
Yuxuan Sun
Hao Wu
Chenglu Zhu
Sunyi Zheng
Qizi Chen
Kai Zhang
Yunlong Zhang
Dan Wan
Xiaoxiao Lan
Mengyue Zheng
Jingxiong Li
Xinheng Lyu
Tao Lin
Lin Yang
    LM&MA
ArXivPDFHTML

Papers citing "PathMMU: A Massive Multimodal Expert-Level Benchmark for Understanding and Reasoning in Pathology"

15 / 15 papers shown
Title
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks
Jian Wu
Hao Yang
Xinhua Zeng
Guibing He
Zhe Chen
Zhu Li
Xinming Zhang
Yangyang Ma
Run Fang
Yang Liu
LRM
329
0
0
12 Apr 2025
Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos
Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos
M. S. Seyfioglu
Wisdom O. Ikezogwo
Fatemeh Ghezloo
Ranjay Krishna
Linda G. Shapiro
109
44
0
07 Dec 2023
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning
  Benchmark for Expert AGI
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
Xiang Yue
Yuansheng Ni
Kai Zhang
Tianyu Zheng
Ruoqi Liu
...
Yibo Liu
Wenhao Huang
Huan Sun
Yu-Chuan Su
Wenhu Chen
OSLM
ELM
VLM
213
901
0
27 Nov 2023
Quilt-1M: One Million Image-Text Pairs for Histopathology
Quilt-1M: One Million Image-Text Pairs for Histopathology
Wisdom O. Ikezogwo
M. S. Seyfioglu
Fatemeh Ghezloo
Dylan Stefan Chan Geva
Fatwir Sheikh Mohammed
Pavan Kumar Anand
Ranjay Krishna
Linda G. Shapiro
CLIP
VLM
280
125
0
20 Jun 2023
LVLM-eHub: A Comprehensive Evaluation Benchmark for Large
  Vision-Language Models
LVLM-eHub: A Comprehensive Evaluation Benchmark for Large Vision-Language Models
Peng Xu
Wenqi Shao
Kaipeng Zhang
Peng Gao
Shuo Liu
Meng Lei
Fanqing Meng
Siyuan Huang
Yu Qiao
Ping Luo
ELM
MLLM
65
170
0
15 Jun 2023
PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering
PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering
Xiaoman Zhang
Chaoyi Wu
Ziheng Zhao
Weixiong Lin
Ya Zhang
Yanfeng Wang
Weidi Xie
LM&MA
109
173
0
17 May 2023
InstructBLIP: Towards General-purpose Vision-Language Models with
  Instruction Tuning
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning
Wenliang Dai
Junnan Li
Dongxu Li
A. M. H. Tiong
Junqi Zhao
Weisheng Wang
Boyang Albert Li
Pascale Fung
Steven C. H. Hoi
MLLM
VLM
107
2,059
0
11 May 2023
YOLOv6: A Single-Stage Object Detection Framework for Industrial
  Applications
YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications
Chuyin Li
Lu Li
Hongliang Jiang
Kaiheng Weng
Yifei Geng
...
Linyuan Zhou
Xiaoming Xu
Xiangxiang Chu
Xiaoming Wei
Xiaolin K. Wei
ObjD
108
1,795
0
07 Sep 2022
Flamingo: a Visual Language Model for Few-Shot Learning
Flamingo: a Visual Language Model for Few-Shot Learning
Jean-Baptiste Alayrac
Jeff Donahue
Pauline Luc
Antoine Miech
Iain Barr
...
Mikolaj Binkowski
Ricardo Barreira
Oriol Vinyals
Andrew Zisserman
Karen Simonyan
MLLM
VLM
382
3,535
0
29 Apr 2022
A ConvNet for the 2020s
A ConvNet for the 2020s
Zhuang Liu
Hanzi Mao
Chaozheng Wu
Christoph Feichtenhofer
Trevor Darrell
Saining Xie
ViT
159
5,171
0
10 Jan 2022
Going Deeper through the Gleason Scoring Scale: An Automatic end-to-end
  System for Histology Prostate Grading and Cribriform Pattern Detection
Going Deeper through the Gleason Scoring Scale: An Automatic end-to-end System for Histology Prostate Grading and Cribriform Pattern Detection
Julio Silva-Rodríguez
Adrián Colomer
M. A. Sales
Rafael Molina
Valery Naranjo
60
119
0
21 May 2021
A Petri Dish for Histopathology Image Analysis
A Petri Dish for Histopathology Image Analysis
Jerry W. Wei
A. Suriawinata
Bing Ren
Xiaoying Liu
Mikhail Lisovsky
...
Michael Baker
Naofumi Tomita
Lorenzo Torresani
Jason W. Wei
Saeed Hassanpour
87
73
0
29 Jan 2021
Lung and Colon Cancer Histopathological Image Dataset (LC25000)
Lung and Colon Cancer Histopathological Image Dataset (LC25000)
MD Andrew A. Borkowski
MD PhD2 Marilyn M. Bui
MD L. Brannon Thomas
MT1 Catherine P. Wilson
RN1 Lauren A. DeLand
MD1 Stephen M. Mastorides
LM&MA
MedIm
40
233
0
16 Dec 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text
  Transformer
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
Colin Raffel
Noam M. Shazeer
Adam Roberts
Katherine Lee
Sharan Narang
Michael Matena
Yanqi Zhou
Wei Li
Peter J. Liu
AIMat
419
20,127
0
23 Oct 2019
BACH: Grand Challenge on Breast Cancer Histology Images
BACH: Grand Challenge on Breast Cancer Histology Images
Guilherme Aresta
Teresa Araújo
S. Kwok
Sai Saketh Chennamsetty
P. MohammedSafwanK.
...
L. Boulmane
A. Campilho
C. Eloy
A. Polónia
Paulo Aguiar
405
569
0
13 Aug 2018
1