# MUIR

Source: [MUIR](<https://www.sota2.com/research/dataset/muir>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 1. This is an index page, not the full collection.

- [Multi-image Reasoning on MuirBench](<https://www.sota2.com/research/sota/multi-image-reasoning-on-muirbench.md>): Multi-image Reasoning; MuirBench.

- [Multi-image Understanding on MuirBench](<https://www.sota2.com/research/sota/multi-image-understanding-on-muirbench.md>): Multi-image Understanding; MuirBench.

- [Multi-image reasoning on Muirbench (test)](<https://www.sota2.com/research/sota/multi-image-reasoning-on-muirbench-test.md>): Multi-image reasoning; Muirbench (test).

- [Multimodal Understanding on MMB, POPE, MMStar, MMMUVal, AI2D, MuirBench, BLINK, RealWorld](<https://www.sota2.com/research/sota/multimodal-understanding-on-mmb-pope-mmstar-mmmuval-ai2d-muirbench-blink-realworld.md>): Multimodal Understanding; Image Understanding Benchmarks MMB(EN), MMB(ZH), POPE, MMStar, MMMUVal, AI2D, MuirBench, BLINK, RealWorld.

- [Multi-Image Understanding on MuirBench (test)](<https://www.sota2.com/research/sota/multi-image-understanding-on-muirbench-test.md>): Multi-Image Understanding; MuirBench (test).

- [Multimodal Reasoning on MuirBench](<https://www.sota2.com/research/sota/multimodal-reasoning-on-muirbench.md>): Multimodal Reasoning; MuirBench.

- [Visual Question Answering on MuirBench](<https://www.sota2.com/research/sota/visual-question-answering-on-muirbench.md>): Visual Question Answering; MuirBench.

- [Multi-modal Reasoning on MUIRBENCH](<https://www.sota2.com/research/sota/multi-modal-reasoning-on-muirbench.md>): Multi-modal Reasoning; MUIRBENCH.

- [Multi-Image Understanding on MuirBench 142 (test)](<https://www.sota2.com/research/sota/multi-image-understanding-on-muirbench-142-test.md>): Multi-Image Understanding; MuirBench 142 (test).

- [Chime-in Timing on MUIR (test)](<https://www.sota2.com/research/sota/chime-in-timing-on-muir-test.md>): Chime-in Timing; MUIR (test).

- [Chime-in Reason on MUIR (test)](<https://www.sota2.com/research/sota/chime-in-reason-on-muir-test.md>): Chime-in Reason; MUIR (test).

- [Multi-image Understanding on MuirBench Multi-image Understanding](<https://www.sota2.com/research/sota/multi-image-understanding-on-muirbench-multi-image-understanding.md>): Multi-image Understanding; MuirBench Multi-image Understanding.

- [Multi-modal Understanding on MuirBench](<https://www.sota2.com/research/sota/multi-modal-understanding-on-muirbench.md>): Multi-modal Understanding; MuirBench.

- [Multi-image hallucination evaluation on MUIRBench](<https://www.sota2.com/research/sota/multi-image-hallucination-evaluation-on-muirbench.md>): Multi-image hallucination evaluation; MUIRBench.

- [Vision-Centric Reasoning on MuirBench](<https://www.sota2.com/research/sota/vision-centric-reasoning-on-muirbench.md>): Vision-Centric Reasoning; MuirBench.

- [Vision-Centric Understanding on MuirBench](<https://www.sota2.com/research/sota/vision-centric-understanding-on-muirbench.md>): Vision-Centric Understanding; MuirBench.

- [General Multimodal Understanding on MUIR](<https://www.sota2.com/research/sota/general-multimodal-understanding-on-muir.md>): General Multimodal Understanding; MUIR.

- [Multi-image and Video Understanding on MuirBench](<https://www.sota2.com/research/sota/multi-image-and-video-understanding-on-muirbench.md>): Multi-image and Video Understanding; MuirBench.

- [General Reasoning on MuirBench](<https://www.sota2.com/research/sota/general-reasoning-on-muirbench.md>): General Reasoning; MuirBench.

- [General VQA on MUIRBench](<https://www.sota2.com/research/sota/general-vqa-on-muirbench.md>): General VQA; MUIRBench.

- [Procedural Temporal Understanding on MuirBench (test)](<https://www.sota2.com/research/sota/procedural-temporal-understanding-on-muirbench-test.md>): Procedural Temporal Understanding; MuirBench (test).

- [General Visual Question Answering on MuirBench](<https://www.sota2.com/research/sota/general-visual-question-answering-on-muirbench.md>): General Visual Question Answering; MuirBench.

- [Multimodal Perception on MuirBench](<https://www.sota2.com/research/sota/multimodal-perception-on-muirbench.md>): Multimodal Perception; MuirBench.

- [Video Understanding on MuirBench](<https://www.sota2.com/research/sota/video-understanding-on-muirbench.md>): Video Understanding; MuirBench.

- [Multi-image Visual Question Answering on MUIRBench](<https://www.sota2.com/research/sota/multi-image-visual-question-answering-on-muirbench.md>): Multi-image Visual Question Answering; MUIRBench.

- [Comprehensive Multi-image on MuirBench](<https://www.sota2.com/research/sota/comprehensive-multi-image-on-muirbench.md>): Comprehensive Multi-image; MuirBench.

- [Multimodal Understanding on MuirBench](<https://www.sota2.com/research/sota/multimodal-understanding-on-muirbench.md>): Multimodal Understanding; MuirBench.

- [Multi-image Multi-modal Understanding on MuirBench](<https://www.sota2.com/research/sota/multi-image-multi-modal-understanding-on-muirbench.md>): Multi-image Multi-modal Understanding; MuirBench.