sample_id
stringlengths
5
21
query
stringlengths
27
218
query_image
imagewidth (px)
190
4.87k
βŒ€
image_search_result
imagewidth (px)
639
1.56k
βŒ€
area
stringclasses
2 values
subfield
stringclasses
14 values
timestamp
stringlengths
9
10
βŒ€
gt_requery
stringlengths
10
178
gt_answer
stringlengths
1
88
alternative_gt_answers
sequencelengths
0
3
technology_0
Which days does this conference run from and to?
news
technology
2024-09-29
European Conference on Computer Vision 2024 exact date
2024-09-29 to 2024-10-04
[]
technology_1
What color shirt did Sundar Pichai wear at the Google I/O conference in 2024?
Not supported with pagination yet
Not supported with pagination yet
news
technology
2024-05-17
Google I/O 2024 Sundar Pichai
grey
[ "gray" ]
entertainment_0
Which city in Europe did Taylor Swift's concert in 2024 get forcibly cancelled in August 2024?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-08
Cancelation of Taylor Swift's concert in Europe in August 2024
Vienna
[]
entertainment_1
In which European country does Taylor Swift plan to have the most shows for The Eras Tour?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-07-17
The schedule for Taylor Swift's The Eras Tour in Europe
England
[]
entertainment_2
How many people won the Best Actress award at the 2024 Cannes Film Festival?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-05-25
Best Actress award at the 2024 Cannes Film Festival
Four
[ "4" ]
entertainment_3
How many concerts does Talyor Swift plan to have in France for The Eras Tour?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-07-17
The schedule for Taylor Swift's The Eras Tour in France
Six
[ "6" ]
entertainment_4
What film won the Best Director award at Cannes 2024?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-05-25
2024 Cannes Best Director Award film
Grand Tour
[]
entertainment_5
Who won the 'Female single of the year' awards at the 2024 OPUS Klassik?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-06-24
Winner of Female single of the year, 2024 OPUS Klassik
Anna Prohaska
[]
entertainment_6
What color is Dionysus' clothing at the Paris Olympics opening ceremony?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-07-27
Dionysus at the 2024 Paris Olympics opening ceremony
blue
[]
entertainment_7
Which song of Zizi Jeanmarie at the 2024 Paris Olympics opening ceremony?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-07-27
The song of Zizi Jeanmarie, 2024 Paris Olympics opening ceremony
Mon Truc En Plume
[]
entertainment_8
Which actor will play Doctor Doom in the Avengers 5 and 6?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-07-28
Actor of Doctor Doom in Avengers 5 and 6
Robert Downey Jr.
[]
entertainment_9
What Olympic competition was shown at Adele's concert?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-04
Adele's concert showing Olympic competition
Women's 100m Final
[]
entertainment_10
Who showed Olympic competition during his/her concert in Munich?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-04
Olympic competition is shown in a concert in Munich
Adele
[]
entertainment_11
In the 2024 OPUS Klassik, how many of the Instrumentalists of the Year are from Asia?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-06-24
Winners of Instrumentalists of the Year, 2024 OPUS Klassik
One
[ "1" ]
traditional sports_0
Who won the first gold medal in the 2024 Paris Olympics?
Not supported with pagination yet
Not supported with pagination yet
news
traditional sports
2024-07-27
The first gold medal in the 2024 Paris Olympics
Lihao Sheng, Shuting Huang
[]
traditional sports_1
Who is the men's marathon champion of the Paris Olympics?
news
traditional sports
2024-08-10
marathon champion of the Paris Olympics
Tamirat Tola
[]
traditional sports_2
Who is the man wearing the number 6 jersey?
news
traditional sports
2024-08-11
number 6 jersey in American Basketball team in Paris Olympics
LeBron James
[]
traditional sports_3
Who is the hero of United States when beating Serbia in Paris Olympics?
Not supported with pagination yet
Not supported with pagination yet
news
traditional sports
2024-08-09
MVP of United States defeated Serbia in Paris Olympics
Kevin Durant
[]
finance_0
What new products did the large model company managed by the person in the image launch in August 2024?
news
finance
2024-08-15
Which new LLM product did xAI company launch in August 2024?
Grok-2
[]
finance_1
What AI-related bill was enacted in August 2024 by the state marked in red in the image in the United States?
news
finance
2024-08-15
The AI-related bill California enact in August 2024
SB 1047
[]
finance_2
What is the name of the competitor company to GitHub Copilot that the fund managed by the person in the image invested in during the second half of 2024?
news
finance
2024-08-11
What is the name of the AI-powered coding assistant company that a16z invested in?
Anysphere
[]
finance_3
What products did the AI hardware company, which the fund managed by the person in the image invested in during the second half of 2024, primarily produce before?
news
finance
2024-08-08
The product that the AI hardware company invested in by OpenAI in the second half of 2024 primarily produce
camera
[]
finance_4
What is the name of the technical advisor from Meta who joined the company managed by the person in the image in August 2024?
news
finance
2024-08-06
In August 2024, who was announced as the technical advisor from Meta at Groq?
Yann LeCun
[]
finance_5
Which university did the co-founder of the company that produces the product in the image, who joined Anthropic in August 2024, graduate from?
news
finance
2024-08-06
Which university did the co-founder of OpenAI, who joined Anthropic in August 2024, graduate from?
University of California, Berkeley
[]
finance_6
What is the maximum fine, as a percentage of global annual turnover, that can be imposed by the organization in the image for violations of the AI application prohibition regulations by August 2024?
news
finance
2024-08-02
The maximum fine, as a percentage of global annual turnover, that can be imposed by the European Union for violations of the prohibited AI applications regulations by August 2024
7 percent
[ "7%" ]
finance_7
What is the name of the AI testing platform released by the institution responsible for developing and testing technology for the government, companies, and the public in the country depicted in the image in July 2024?
news
finance
2024-07-29
What is the name of the AI testing platform released by the NIST under the U.S. Department of Commerce in July 2024?
Dioptra
[]
finance_8
In which city did the fund managed by the person in the image open its second international office in Japan?
news
finance
2024-08-17
In which city did a16z open its second international office in Japan?
Tokyo
[]
finance_9
What is the valuation in US dollars of the startup founded by the scientist in the image and funded by NEA as of August 2024?
news
finance
2024-08-15
The valuation in US dollars of the startup founded by Fei-Fei Li and funded by NEA as of August 2024
1 billion dollars
[ "$ 1 billion" ]
paper_0
This is a figure from the MeshAnything V2 paper. Compared to MeshAnything V1, does V2 express more or fewer vertices for a face?
news
paper
2024-08-05
MeshAnything V2 vs. MeshAnything
fewer
[]
paper_1
In the paper 'An Object is Worth 64x64 Pixels: Generating 3D Object via Image Diffusion', what aspect of the proposed method does this figure aim to demonstrate?
news
paper
2024-08-06
An Object is Worth 64x64 Pixels: Generating 3D Object via Image Diffusion
PBR material generation
[]
paper_2
Is the inference speed of SF3D, the 3D generation method released by Stability AI, faster or slower than its baseline TripoSR?
Not supported with pagination yet
Not supported with pagination yet
news
paper
2024-08-01
SF3D Stability AI
slower
[]
paper_3
What is the qualitative comparison with vMAP in the paper "NIS-SLAM: Neural Implicit Semantic RGB-D SLAM for 3D Consistent Scene Understanding" published by Zhejiang University?
Not supported with pagination yet
Not supported with pagination yet
news
paper
2024-07-30
NIS-SLAM: Neural Implicit Semantic RGB-D SLAM for 3D Consistent Scene Understanding
Object Reconstruction
[]
paper_4
Which two elements are optimized in the core steps shown in this figure from the paper "Global Structure-from-Motion Revisited"?
news
paper
2024-07-29
glomap Global Structure-from-Motion Revisited
camera position and image points
[]
paper_5
In the dynamic multi-view video generation method SV4D developed by Stability AI, is the 3D representation method used NeRF or 3D Gaussian Splatting?
Not supported with pagination yet
Not supported with pagination yet
news
paper
2024-07-24
SV4D: Dynamic 3D Content Generation with Multi-Frame and Multi-View Consistency, Stability AI
NeRF
[]
paper_6
What does the 'D' in 6DGS stand for in the paper '6DGS: 6D Pose Estimation from a Single Image and a 3D Gaussian Splatting Model'?
Not supported with pagination yet
Not supported with pagination yet
news
paper
2024-07-22
6DGS: 6D Pose Estimation from a Single Image and a 3D Gaussian Splatting Model
DoF
[]
paper_7
This is a figure from the paper 'Shape of Motion: 4D Reconstruction from a Single Video'. What do the authors call the colored lines in the figure?
news
paper
2024-07-23
Shape of Motion: 4D Reconstruction from a Single Video
Shape of Motion
[]
paper_8
This figure shows the pipeline from the paper 'MeshSegmenter: Zero-Shot Mesh Semantic Segmentation via Texture Synthesis'. What is the abbreviation for the middle step of this figure in the paper?
news
paper
2024-07-18
MeshSegmenter: Zero-Shot Mesh Semantic Segmentation via Texture Synthesis
FCR
[]
paper_9
Which method is the slowest among the comparison methods in the paper 'MeshFeat: Multi-Resolution Features for Neural Fields on Meshes'? Choose one from the figure below.
news
paper
2024-07-19
MeshFeat: Multi-Resolution Features for Neural Fields on Meshes
NeuTex
[]
entertainment_12
What company is publishing the English version of the anime's manga shown in the image?
news
entertainment
2024-08-22
With You and the Rain English manga
Kodansha USA
[]
entertainment_13
What exact time in JST will Animal Crossing: Pocket Camp end its service?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-23
Animal Crossing: Pocket Camp end service date
2024-11-29 12:00 a.m. JST
[]
entertainment_14
How many copies has Animal Crossing: New Horizons sold worldwide as of June 30, 2024?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-22
Animal Crossing: New Horizons sales figures
45.85 million
[]
entertainment_15
What is the in-game currency used in the game shown in the image?
news
entertainment
2024-08-22
Animal Crossing: Pocket Camp in-game currency
Leaf Tickets
[]
entertainment_16
Who will play the character shown in the image in the second season of the live-action One Piece?
news
entertainment
2024-08-22
One Piece live-action Nefertari Cobra actor
Sendhil Ramamurthy
[]
entertainment_17
Which actor has been cast as the character shown in the image in One Piece season 2?
news
entertainment
2024-08-22
One Piece live-action Smoker actor
Callum Kerr
[]
entertainment_18
Who voices Mufasa in the upcoming film 'Mufasa: The Lion King'?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-22
Mufasa voice actor Mufasa: The Lion King
Aaron Pierre
[]
entertainment_19
Which actor provides the voice for Taka in 'Mufasa: The Lion King'?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-22
Taka voice actor Mufasa: The Lion King
Kelvin Harrison Jr.
[]
entertainment_20
Who is playing Snow White in Disney's upcoming live-action remake?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-22
Snow White live-action actress
Rachel Zegler
[]
entertainment_21
Which actress is cast as the character not in the mirror shown in the image in the new Snow White movie?
news
entertainment
2024-08-22
Evil Queen actress Snow White live-action
Gal Gadot
[]
entertainment_22
Who is the new character Gary in Zootopia 2?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-22
Gary character Zootopia 2
A snake
[]
entertainment_23
Who is playing the leader of the Ash People in Avatar: Fire and Ash?
Not supported with pagination yet
Not supported with pagination yet
news
entertainment
2024-08-22
Ash People leader actor Avatar: Fire and Ash
Oona Chaplin
[]
esports_0
How many times did this player play Kalista in LPL 2024 spring season?
news
esports
2024-08-22
JackeyLove Kalista 2024 spring played times
9
[]
esports_1
Which champion did this player use to take pentakill in 2024 spring season?
news
esports
2024-08-22
Deft pentakill 2024 spring
Zeri
[]
esports_2
When did this player reach 600 games in the LPL?
news
esports
2024-06-27
Knight 600 games LPL
2024-06-27
[]
esports_3
What team took the 3rd place in LCK 2024 Spring Standings
Not supported with pagination yet
Not supported with pagination yet
news
esports
2024-08-22
LCK 2024 Spring Standings 3rd place team
Hanwha Life Esports
[]
esports_4
Who was the most valuable player in LCK 2024 spring season?
Not supported with pagination yet
Not supported with pagination yet
news
esports
2024-08-22
LCK 2024 Spring Most Valuable Player
Chovy
[]
esports_5
When did Tarzan join this team in the LPL 2024 season?
news
esports
2024-05-12
Tarzan 2024 LPL WBG join date
2024-05-12
[]
esports_6
What team was this player in before he joined TES?
news
esports
2024-08-22
xiye LPL team
Team WE
[ "WE" ]
esports_7
What's the most played champion of the player shown in the image in the LCK 2024 spring season?
news
esports
2024-08-22
Zeus most played champion lck 2024 spring
Aatrox
[]
esports_8
How many times did Faker played Taliyah in 2024 Mid-Season Invitational?
Not supported with pagination yet
Not supported with pagination yet
news
esports
2024-08-22
Faker Taliyah 2024 MSI times
6
[]
esports_9
What's the total win rate of this player in 2024 Mid-Season Invitational?
news
esports
2024-08-22
Canyon 2024 MSI total win rate
75%
[]
esports_10
What champion got the highest Ban and Pick rate in LPL 2024 Summer season?
Not supported with pagination yet
Not supported with pagination yet
news
esports
2024-08-22
LPL 2024 Summer highest BP rate champion
Leona
[]
esports_11
How many champions was banned or picked only once in LPL 2024 Summer season?
Not supported with pagination yet
Not supported with pagination yet
news
esports
2024-08-22
LPL 2024 Summer Champion Statistics
17
[ "seventeen" ]
esports_12
In the LPL 2024 Summer season, how many teams were in Group Ascend?
Not supported with pagination yet
Not supported with pagination yet
news
esports
2024-08-22
LPL 2024 summer group ascend
9
[ "nine" ]
esports_13
What champion got the highest Ban and Pick rate in the LCK 2024 Summer season?
Not supported with pagination yet
Not supported with pagination yet
news
esports
2024-08-22
LCK 2024 Summer highest BP rate champion
Rumble
[]
traditional sports_4
What's Faker's KDA in the LCK 2024 Summer season
Not supported with pagination yet
Not supported with pagination yet
news
traditional sports
2024-08-22
Faker KDA 2024 summer
3.8
[]
technology_2
What technology is used in the browser shown in the image to allow users to directly tip the website?
news
technology
2024-08-06
Chrome, tip to websites, websites profit.
Web Monetization
[]
technology_3
What is the name of the product on the person's legs in the image?
news
technology
2024-07-29
Skip, exoskeleton product
MO/GO
[]
technology_4
In which day of 2024 was the lunar rover project in the picture announced to be canceled?
news
technology
2024-07-17
NASA Ends VIPER Project
07-17
[]
technology_5
How many electrodes does Neuralink's brain chip implanted in the second test patient have?
Not supported with pagination yet
Not supported with pagination yet
news
technology
2024-08-04
Neuralink, second test patient, number of electrodes
1024
[]
technology_6
When did the EU's artificial intelligence Act come into effect?
Not supported with pagination yet
Not supported with pagination yet
news
technology
2024-08-01
EU's AI Act officially goes into effect
2024-08-01
[]
technology_7
How much was the dinosaur fossil in the picture sold for?
news
technology
2024-07-17
The selling price of the dinosaur specimen nicknamed Apex.
$44.6 million
[]
technology_8
According to Nielsen's U.S. TV Viewing Trends report, which streaming platform had the highest share in July 2024, and what was the percentage?
news
technology
2024-08-20
Nielsen U.S. TV Viewing Trends Report, July 2024, Streaming Media
YouTube, 10.4%
[]
technology_9
Which company's software update caused the Microsoft blue screen event shown in the image in July 2024?
news
technology
2024-07-15
Windows blue screen incident causes global outage in July 2024
CrowdStrike
[]
technology_10
Which model of phone did the company in the picture release a special Olympic edition for during the Paris Olympics?
news
technology
2024-07-27
Samsung paris olympic games special edition phone
Galaxy Z Flip6
[]
technology_11
What new color did Apple introduce for its HomePod mini in July 2024?
Not supported with pagination yet
Not supported with pagination yet
news
technology
2024-07-15
Apple launched new colors for its HomePod mini in July 2024
Midnight
[]
technology_12
When will this Apple product shown in the image be released for sale in China?
news
technology
2024-07-15
The release date of Apple Vision Pro in the Chinese market
2024-06-28
[]
technology_13
What color is the charging case for the Google Pixel Buds Pro 2, the new wireless earbuds released in 2024?
Not supported with pagination yet
Not supported with pagination yet
news
technology
2024-08-12
The color of the charging case for the Google Pixel Buds Pro 2 in 2024
white
[]
technology_14
What is the brown object in the logo of Amazon Prime Day 2024?
Not supported with pagination yet
Not supported with pagination yet
news
technology
2024-07-18
The logo of Amazon Prime Day 2024
box
[]
technology_15
What large language model did Alibaba use for the activity shown in the picture?
news
technology
2024-07-27
The large language model technology used in Alibaba β€œWonder Avenue” activity during the 2024 Paris Olympics.
Qwen
[]
technology_16
How many competitors scored higher than DeepMind in the 2024 International Mathematical Olympiad that DeepMind participated in?
Not supported with pagination yet
Not supported with pagination yet
news
technology
2024-07-26
The ranking of DeepMind in the 2024 International Olympic Mathematics Competition
58
[]
technology_17
What brand of power bank did Trump use during his live stream on X platform with Elon Musk in August 2024?
Not supported with pagination yet
Not supported with pagination yet
news
technology
2024-08-12
power bank Donald Trump used
Chinese brand Anker Innovations
[]
general_0
Did Ernesto (2024) make a landfall on Bermuda?
Not supported with pagination yet
Not supported with pagination yet
news
general
2024-08-13
Ernesto (2024) track
Yes
[]
entertainment_24
What city did the actor in this picture die in 2024?
news
entertainment
2024-08-18
Actor of Zorro die where
Douchy
[]
general_1
What did city of Melbourne ultimately decide for the trial of the thing in the image, support or oppose?
news
general
2024-08-18
E-scooter trial decision in Melbourne
oppose
[]
general_2
Of the two pandas China sent to the San Diego Zoo in the United States in 2024, is the male larger or is the female larger?
Not supported with pagination yet
Not supported with pagination yet
news
general
2024-08-08
Two pandas at San Diego Zoo in the United States in 2024
male
[]
general_3
How many cabins on the Ferris wheel were caught fire at a music festival in Germany in August 2024?
Not supported with pagination yet
Not supported with pagination yet
news
general
2024-08-18
Ferris wheel were caught fire at a music festival in Germany in August 2024
2
[ "two" ]
finance_10
Where is the 9th edition of the Global Economic Summit on Fintech held in August 2024?
Not supported with pagination yet
Not supported with pagination yet
news
finance
2024-08-08
Global Economic Summit august 2024 location
Expo Centre, Mumbai
[]
finance_11
What are the dates for the 9th Global Economic Summit on Fintech in August 2024?
Not supported with pagination yet
Not supported with pagination yet
news
finance
2024-08-08
Global Economic Summit august 2024 dates
2024-08-08 to 2024-08-10
[]
finance_12
Which sector led the UK's economic growth in Q2 2024?
Not supported with pagination yet
Not supported with pagination yet
news
finance
2024-08-15
UK leading economic sector Q2 2024
Services
[]
finance_13
How many pensioners in England and Wales will lose winter fuel payments under the new policy announced in July 2024?
Not supported with pagination yet
Not supported with pagination yet
news
finance
2024-08-15
Number of pensioners losing winter fuel payments UK 2024
Around 10 million
[]
finance_14
What was the US unemployment rate in July 2024?
Not supported with pagination yet
Not supported with pagination yet
news
finance
2024-08-05
US unemployment rate July 2024
4.3%
[ "4.3 percent" ]
finance_15
How many jobs were added to the US economy in July 2024?
Not supported with pagination yet
Not supported with pagination yet
news
finance
2024-08-02
US job growth July 2024
114000
[]
finance_16
What was Malaysia's GDP growth rate in the second quarter of 2024?
Not supported with pagination yet
Not supported with pagination yet
news
finance
2024-08-16
Malaysia GDP growth Q2 2024
5.9%
[ "5.9 percent" ]
finance_17
What was China's youth unemployment rate in July 2024?
Not supported with pagination yet
Not supported with pagination yet
news
finance
2024-08-16
China youth unemployment rate July 2024
17.1%
[ "17.1 percent" ]
finance_18
What was the GDP growth rate for the euro area in Q2 2024?
Not supported with pagination yet
Not supported with pagination yet
news
finance
2024-08-14
Euro area GDP growth Q2 2024
0.3%
[ "0.3 percent" ]
finance_19
Who is the CEO of the company shown in the image in August 2024?
news
finance
2024-06-14
hugging face CEO august 2024
Clem Delangue
[]
finance_20
Who is the CEO of the store's company shown in the image in August 2024?
news
finance
2024-08-20
Nike CEO August 2024
John Donahoe
[]
falsepremise_0
What prompted Will Smith to slap Chris Rock at the 2018 Oscars ceremony?
Not supported with pagination yet
Not supported with pagination yet
news
falsepremise
2023-03-28
Will Smith Chris Rock slap 2018 Oscars
invalid question
[]
falsepremise_1
On what date did Harry Potter and the Prisoner of Azkaban, the 7th film in the series, premiere in North America?
Not supported with pagination yet
Not supported with pagination yet
news
falsepremise
2004-06-04
Harry Potter Prisoner of Azkaban 7th film North America premiere date
invalid question
[]
falsepremise_2
What challenges did DJI face while landing their drone at the summit of Mount Everest in 2024?
Not supported with pagination yet
Not supported with pagination yet
news
falsepremise
2024-06-05
DJI drone landing challenges Everest summit 2024
invalid question
[]

MMSearch πŸ”₯: Benchmarking the Potential of Large Models as Multi-modal Search Engines

Official repository for the paper "MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines".

🌟 For more details, please refer to the project page with dataset exploration and visualization tools: https://mmsearch.github.io/.

[🌐 Webpage] [πŸ“– Paper] [πŸ€— Huggingface Dataset] [πŸ† Leaderboard] [πŸ” Visualization]

πŸ’₯ News

πŸ“Œ ToDo

  • Coming soon: MMSearch-Engine (for new query)

πŸ‘€ About MMSearch

The capabilities of Large Multi-modal Models (LMMs) in multimodal search remain insufficiently explored and evaluated. To fill the blank of a framework for LMM to conduct multimodal AI search engine, we first design a delicate pipeline MMSearch-Engine to facilitate any LMM to function as a multimodal AI search engine


The overview of MMSearch-Engine.

To further evaluate the potential of LMMs in the multimodal search domain, we introduce MMSearch, an all-around multimodal search benchmark designed for assessing the multimodal search performance. The benchmark contains 300 manually collected instances spanning 14 subfields, which involves no overlap with the current LMMs' training data, ensuring the correct answer can only be obtained within searching.


The overview of MMSearch.

In addition, we propose a step-wise evaluation strategy to better understand the LMMs' searching capability. The models are evaluated by performing three individual tasks (requery, rerank, and summarization), and one challenging end-to-end task with a complete searching process. The final score is weighted by the four tasks.


Outline of Evaluation Tasks, Inputs, and Outputs.

An example of LMM input, output, and ground truth for four evaluation tasks is shown here.

πŸ† Leaderboard

Contributing to the Leaderboard

🚨 The Leaderboard is continuously being updated, welcoming the contribution of your excellent LMMs!

:white_check_mark: Citation

If you find MMSearch useful for your research and applications, please kindly cite using this BibTeX:

@article{jiang2024mmsearch,
  title={MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines},
  author={Jiang, Dongzhi and Zhang, Renrui and Guo, Ziyu and Wu, Yanmin and Lei, Jiayi and Qiu, Pengshuo and Lu, Pan and Chen, Zehui and Song, Guanglu and Gao, Peng and others},
  journal={arXiv preprint arXiv:2409.12959},
  year={2024}
}

🧠 Related Work

Explore our additional research on Vision-Language Large Models:

Downloads last month
204

Collection including CaraJ/MMSearch