---
id: "/tags/modality-evals-image-video-speech/page/2/"
title: "Modality Evals Image Video Speech · page 2"
url: "https://skillissue.dev/tags/modality-evals-image-video-speech/page/2/"
---

# Modality Evals Image Video Speech

[Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md)

87 resources · page 2 of 3

- 

### [ImgEdit](/evaluation/benchmarks-and-leaderboards/imgedit/index.md)

by [PKU-YUAN-Lab (袁粒课题组-北大深研院)](https://pku-yuan.com)

ImgEdit GitHub repo from PKU: image-editing dataset and benchmark for evaluating instruction-based editing models.

entity benchmark China (PKU) en 

- 

### [KITTI Vision Benchmark Suite](/evaluation/benchmarks-and-leaderboards/kitti-vision-benchmark-suite/index.md)

by [Karlsruhe Institute of Technology and Toyota Technological Institute (KITTI)](https://www.cvlibs.net/)

KITTI Vision Benchmark Suite: real driving data and leaderboards for stereo, optical flow, odometry and object detection.

entity benchmark Germany / US en 

- 

### [Arena text-to-image leaderboard](/evaluation/benchmarks-and-leaderboards/lmarena-text-to-image/index.md)

by [Arena (formerly LMArena)](https://arena.ai/)

Arena (formerly LMArena) text-to-image leaderboard: human-preference rankings of image generation models.

entity leaderboard US en 

- 

### [Arena text-to-video leaderboard](/evaluation/benchmarks-and-leaderboards/lmarena-text-to-video/index.md)

by [Arena (formerly LMArena)](https://arena.ai/)

Arena (formerly LMArena) text-to-video leaderboard: human-preference rankings of video generation models.

entity leaderboard US en 

- 

### [LMMS-Eval](/evaluation/benchmarks-and-leaderboards/lmms-eval/index.md)

by [LMMs-Lab](https://github.com/EvolvingLMMs-Lab)

LMMS-Eval GitHub repo: evaluation toolkit for multimodal models across text, image, video and audio tasks.

entity repo International en 

- 

### [Probing the limitations of multimodal language models for chemistry and materials research (MaCBench)](/evaluation/benchmarks-and-leaderboards/macbench-multimodal-chemistry-materials/index.md)

by [Nawaf Alampara et al. (Friedrich Schiller University Jena)](https://www.uni-jena.de/en)

MaCBench paper probing multimodal language models on chemistry and materials-science tasks such as reading spectra and lab images.

entity benchmark Germany en 

- 

### [MathVision](/evaluation/benchmarks-and-leaderboards/mathvision/index.md)

by [LLMs for Reasoning](https://github.com/mathllm)

MATH-Vision project page: competition math problems with visual contexts for evaluating multimodal reasoning.

entity benchmark China / International en 

- 

### [MathVista](/evaluation/benchmarks-and-leaderboards/mathvista/index.md)

by [mathvista](https://mathvista.github.io/)

MathVista project page: benchmark of math reasoning in visual contexts such as charts, diagrams and figures.

entity benchmark US / International en 

- 

### [MERA Multimodal](/evaluation/benchmarks-and-leaderboards/mera-multimodal/index.md)

by [MERA Evaluation](https://mera.a-ai.ru/)

MERA Multimodal GitHub repo: open benchmark for evaluating multimodal models in Russian, with task definitions and code.

entity benchmark Russia ru 

- 

### [MMAU](/evaluation/benchmarks-and-leaderboards/mmau/index.md)

by [mmaubench](https://github.com/mmaubench)

MMAU project page: audio understanding and reasoning benchmark over speech, music and environmental sounds.

entity benchmark International en 

- 

### [MMAU-Pro](/evaluation/benchmarks-and-leaderboards/mmau-pro/index.md)

by [Sonal Kumar](https://github.com/sonalkum)

MMAU-Pro GitHub repo: benchmark for audio understanding and reasoning in audio-language models.

entity repo International en 

- 

### [MMBench](/evaluation/benchmarks-and-leaderboards/mmbench/index.md)

by [OpenCompass](https://opencompass.org.cn)

OpenCompass MMBench GitHub repo: multimodal evaluation benchmark in multiple languages.

entity repo China zh 

- 

### [MMMU](/evaluation/benchmarks-and-leaderboards/mmmu/index.md)

by [MMMU](https://github.com/MMMU-Benchmark)

MMMU project site: college-level multimodal reasoning benchmark across disciplines, including MMMU-Pro and leaderboards.

entity benchmark US / International en 

- 

### [MTEB Leaderboard](/evaluation/benchmarks-and-leaderboards/mteb/index.md)

by [Massive Text Embedding Benchmark](https://huggingface.co/mteb)

MTEB leaderboard Space: embedding model scores across many retrieval, clustering and classification tasks.

entity leaderboard West mul 

- 

### [MuChoMusic](/evaluation/benchmarks-and-leaderboards/muchomusic/index.md)

by [MuLaB](https://github.com/mulab-mir)

MuChoMusic GitHub repo: benchmark for music understanding in audio language models.

entity repo Germany / International en 

- 

### [MusTBench](/evaluation/benchmarks-and-leaderboards/mustbench/index.md)

by [Sony](https://www.sony.com/en/)

Sony MusTBench GitHub repo: benchmark for temporal grounding of music in large audio-language models.

entity repo Japan / International en 

- 

### [MVBench (OpenGVLab/Ask-Anything)](/evaluation/benchmarks-and-leaderboards/mvbench/index.md)

by [OpenGVLab](https://github.com/OpenGVLab)

OpenGVLab Ask-Anything GitHub repo: VideoChat models and the MVBench video understanding benchmark.

entity repo China en 

- 

### [nuScenes](/evaluation/benchmarks-and-leaderboards/nuscenes/index.md)

by [Motional (nuScenes)](https://www.nuscenes.org/)

nuScenes site: autonomous-driving dataset with camera, lidar and radar data plus detection, tracking and prediction benchmarks.

entity benchmark US / Singapore en 

- 

### [ObjectNet](/evaluation/benchmarks-and-leaderboards/objectnet/index.md)

by [ObjectNet team (MIT)](https://objectnet.dev/)

ObjectNet site: real-world object recognition test set with controlled backgrounds, rotations and viewpoints.

entity benchmark US en 

- 

### [OCRBench](/evaluation/benchmarks-and-leaderboards/ocrbench/index.md)

by [Yuliang Liu](https://github.com/Yuliang-Liu)

MultimodalOCR GitHub repo: OCRBench evaluation of text recognition in large multimodal models.

entity repo China / International en 

- 

### [OmniDocBench](/evaluation/benchmarks-and-leaderboards/omnidocbench/index.md)

by [OpenDataLab](https://opendatalab.org.cn)

OmniDocBench GitHub repo: benchmark for document parsing covering layout, tables, formulas and OCR across document types.

entity benchmark China zh 

- 

### [Open ASR Leaderboard](/evaluation/benchmarks-and-leaderboards/open-asr-leaderboard/index.md)

by [Hugging Face for Audio](https://huggingface.co/hf-audio)

Hugging Face Open ASR Leaderboard: word error rate and speed of speech recognition models on public datasets.

entity leaderboard West en|mul 

- 

### [Open VLM Leaderboard (OpenCompass)](/evaluation/benchmarks-and-leaderboards/open-vlm-leaderboard-opencompass/index.md)

by [OpenCompass](https://huggingface.co/opencompass)

OpenCompass Open VLM Leaderboard Space: vision-language model results aggregated from VLMEvalKit benchmarks.

entity leaderboard West en|zh 

- 

### [OpenCompass](/evaluation/benchmarks-and-leaderboards/opencompass-2/index.md)

by [OpenCompass](https://opencompass.org.cn)

OpenCompass GitHub repo: LLM evaluation platform with configs for many datasets, inference, judging and leaderboards.

entity benchmark China zh 

- 

### [OpenCompass CompassRank: Multimodal Leaderboard](/evaluation/benchmarks-and-leaderboards/opencompass-compassrank-multimodal/index.md)

by [Shanghai AI Laboratory (OpenCompass)](https://opencompass.org.cn/)

OpenCompass CompassRank multimodal leaderboard: scores of vision-language models across benchmarks.

entity leaderboard China [STATE] zh 

- 

### [P3D-Bench](/evaluation/benchmarks-and-leaderboards/p3d-bench/index.md)

by [SpatiaOS](https://github.com/SpatiaOS)

P3D-Bench GitHub repo: benchmark of MLLMs on parametric 3D generation and structural reasoning.

entity repo International en 

- 

### [PhysBench](/evaluation/benchmarks-and-leaderboards/physbench/index.md)

by [PhysBench](https://github.com/PhysBench)

PhysBench project page: benchmark of physical-world questions testing vision-language models on objects, motion and interactions.

entity benchmark International en 

- 

### [POPE](/evaluation/benchmarks-and-leaderboards/pope/index.md)

by [Yifan Li](https://github.com/AoiDragon)

POPE GitHub repo (EMNLP 2023): polling-based evaluation of object hallucination in vision-language models.

entity repo China en 

- 

### [Rapidata Image-to-3D](/evaluation/benchmarks-and-leaderboards/rapidata-image-to-3d/index.md)

by [Rapidata](https://www.rapidata.ai/)

benchmark.ai Image-to-3D leaderboard from Rapidata ranking 3D generation models by pairwise human preference votes.

entity benchmark Switzerland / Global en 

- 

### [ScanNet benchmark](/evaluation/benchmarks-and-leaderboards/scannet-benchmark/index.md)

by [ScanNet](https://github.com/ScanNet)

ScanNet GitHub repo: RGB-D video dataset of 1,500+ indoor scans with 3D annotations and benchmark.

entity repo US / International en 

- 

### [SEED-TTS-EVAL](/evaluation/benchmarks-and-leaderboards/seed-tts-eval/index.md)

by [BytedanceSpeech](https://github.com/BytedanceSpeech)

ByteDance seed-tts-eval GitHub repo: objective test set and scripts for evaluating TTS models.

entity repo China en 

- 

### [SongBench](/evaluation/benchmarks-and-leaderboards/songbench/index.md)

by [Tencent](https://opensource.tencent.com)

Tencent SongBench GitHub repo: benchmark evaluating AI-generated songs across multiple musical dimensions.

entity repo China en 

[Previous page](/tags/modality-evals-image-video-speech/index.md) [Next page](/tags/modality-evals-image-video-speech/page/3/index.md)

[Plain-text Markdown copy](/tags/modality-evals-image-video-speech/page/2/index.md)
