From 60be4efe7224e9f8145b510471e995f4fafb6311 Mon Sep 17 00:00:00 2001 From: xxl <505279206@qq.com> Date: Tue, 19 Nov 2024 09:55:05 +0800 Subject: [PATCH] first commit --- README.md | 988 +- added_tokens.json | 25 + assets/BEIR-bge-en-v1.5.png | Bin 0 -> 56374 bytes assets/BEIR-e5-mistral.png | Bin 0 -> 40223 bytes assets/CMTEB-retrieval-bge-zh-v1.5.png | Bin 0 -> 51484 bytes assets/llama-index.png | Bin 0 -> 106473 bytes assets/miracl-bge-m3.png | Bin 0 -> 52028 bytes assets/radar_final.png | Bin 0 -> 1130195 bytes config.json | 54 + configuration.json | 1 + configuration_minicpm.py | 100 + generation_config.json | 6 + image_processing_minicpmv.py | 418 + merges.txt | 151388 +++++++++++ model-00001-of-00004.safetensors | 3 + model-00002-of-00004.safetensors | 3 + model-00003-of-00004.safetensors | 3 + model-00004-of-00004.safetensors | 3 + model.safetensors.index.json | 796 + modeling_minicpmv.py | 403 + modeling_navit_siglip.py | 937 + preprocessor_config.json | 24 + processing_minicpmv.py | 240 + resampler.py | 782 + special_tokens_map.json | 172 + tokenization_minicpmv_fast.py | 66 + tokenizer.json | 303301 ++++++++++++++++++++++ tokenizer_config.json | 235 + vocab.json | 1 + 29 files changed, 459947 insertions(+), 2 deletions(-) create mode 100644 added_tokens.json create mode 100644 assets/BEIR-bge-en-v1.5.png create mode 100644 assets/BEIR-e5-mistral.png create mode 100644 assets/CMTEB-retrieval-bge-zh-v1.5.png create mode 100644 assets/llama-index.png create mode 100644 assets/miracl-bge-m3.png create mode 100644 assets/radar_final.png create mode 100644 config.json create mode 100644 configuration.json create mode 100644 configuration_minicpm.py create mode 100644 generation_config.json create mode 100644 image_processing_minicpmv.py create mode 100644 merges.txt create mode 100644 model-00001-of-00004.safetensors create mode 100644 model-00002-of-00004.safetensors create mode 100644 model-00003-of-00004.safetensors create mode 100644 model-00004-of-00004.safetensors create mode 100644 model.safetensors.index.json create mode 100644 modeling_minicpmv.py create mode 100644 modeling_navit_siglip.py create mode 100644 preprocessor_config.json create mode 100644 processing_minicpmv.py create mode 100644 resampler.py create mode 100644 special_tokens_map.json create mode 100644 tokenization_minicpmv_fast.py create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 vocab.json diff --git a/README.md b/README.md index f49a5f0..37f67a2 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,987 @@ -# MiniCPM-V-2_6_a13646723549884416169583 +--- +frameworks: +- Pytorch +license: other +tasks: +- visual-question-answering +--- -MiniCPM-V-2_6 \ No newline at end of file + +
Model | +Size | +Token Density+ | +OpenCompass | +MME | +MMVet | +OCRBench | +MMMU val | +MathVista mini | +MMB1.1 test | +AI2D | +TextVQA val | +DocVQA test | +HallusionBench | +Object HalBench | +
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Proprietary | +||||||||||||||
GPT-4o | +- | +1088 | +69.9 | +2328.7 | +69.1 | +736 | +69.2 | +61.3 | +82.2 | +84.6 | +- | +92.8 | +55.0 | +17.6 | +
Claude 3.5 Sonnet | +- | +750 | +67.9 | +1920.0 | +66.0 | +788 | +65.9 | +61.6 | +78.5 | +80.2 | +- | +95.2 | +49.9 | +13.8 | +
Gemini 1.5 Pro | +- | +- | +64.4 | +2110.6 | +64.0 | +754 | +60.6 | +57.7 | +73.9 | +79.1 | +73.5 | +86.5 | +45.6 | +- | +
GPT-4o mini | +- | +1088 | +64.1 | +2003.4 | +66.9 | +785 | +60.0 | +52.4 | +76.0 | +77.8 | +- | +- | +46.1 | +12.4 | +
GPT-4V | +- | +1088 | +63.5 | +2070.2 | +67.5 | +656 | +61.7 | +54.7 | +79.8 | +78.6 | +78.0 | +87.2 | +43.9 | +14.2 | +
Step-1V | +- | +- | +59.5 | +2206.4 | +63.3 | +625 | +49.9 | +44.8 | +78.0 | +79.2 | +71.6 | +- | +48.4 | +- | +
Qwen-VL-Max | +- | +784 | +58.3 | +2281.7 | +61.8 | +684 | +52.0 | +43.4 | +74.6 | +75.7 | +79.5 | +93.1 | +41.2 | +13.4 | +
Open-source | +||||||||||||||
LLaVA-NeXT-Yi-34B | +34B | +157 | +55.0 | +2006.5 | +50.7 | +574 | +48.8 | +40.4 | +77.8 | +78.9 | +69.3 | +- | +34.8 | +12.6 | +
Mini-Gemini-HD-34B | +34B | +157 | +- | +2141 | +59.3 | +518 | +48.0 | +43.3 | +- | +80.5 | +74.1 | +78.9 | +- | +- | +
Cambrian-34B | +34B | +1820 | +58.3 | +2049.9 | +53.2 | +591 | +50.4 | +50.3 | +77.8 | +79.5 | +76.7 | +75.5 | +41.6 | +14.7 | +
GLM-4V-9B | +13B | +784 | +59.1 | +2018.8 | +58.0 | +776 | +46.9 | +51.1 | +67.9 | +71.2 | +- | +- | +45.0 | +- | +
InternVL2-8B | +8B | +706 | +64.1 | +2215.1 | +54.3 | +794 | +51.2 | +58.3 | +79.4 | +83.6 | +77.4 | +91.6 | +45.0 | +21.3 | +
MiniCPM-Llama-V 2.5 | +8B | +1882 | +58.8 | +2024.6 | +52.8 | +725 | +45.8 | +54.3 | +72.0 | +78.4 | +76.6 | +84.8 | +42.4 | +10.3 | +
MiniCPM-V 2.6 | +8B | +2822 | +65.2 | +2348.4* | +60.0 | +852* | +49.8* | +60.6 | +78.0 | +82.1 | +80.1 | +90.8 | +48.1* | +8.2 | +
Model | +Size | +Mantis Eval | +BLINK val | +Mathverse mv | +Sciverse mv | +MIRB | +
---|---|---|---|---|---|---|
Proprietary | +||||||
GPT-4V | +- | +62.7 | +54.6 | +60.3 | +66.9 | +53.1 | +
LLaVA-NeXT-Interleave-14B | +14B | +66.4 | +52.6 | +32.7 | +30.2 | +- | +
Open-source | +||||||
Emu2-Chat | +37B | +37.8 | +36.2 | +- | +27.2 | +- | +
CogVLM | +17B | +45.2 | +41.1 | +- | +- | +- | +
VPG-C | +7B | +52.4 | +43.1 | +24.3 | +23.1 | +- | +
VILA 8B | +8B | +51.2 | +39.3 | +- | +36.5 | +- | +
InternLM-XComposer-2.5 | +8B | +53.1* | +48.9 | +32.1* | +- | +42.5 | +
InternVL2-8B | +8B | +59.0* | +50.9 | +30.5* | +34.4* | +56.9* | +
MiniCPM-V 2.6 | +8B | +69.1 | +53.0 | +84.9 | +74.9 | +53.8 | +
Model | +Size | +Video-MME | +Video-ChatGPT | +|||||
---|---|---|---|---|---|---|---|---|
+ | + | w/o subs | +w subs | +Correctness | +Detail | +Context | +Temporal | +Consistency | +
Proprietary | +||||||||
Claude 3.5 Sonnet | +- | +60.0 | +- | +- | +- | +- | +- | +- | +
GPT-4V | +- | +59.9 | +- | +- | +- | +- | +- | +- | +
Open-source | +||||||||
LLaVA-NeXT-7B | +7B | +- | +- | +3.39 | +3.29 | +3.92 | +2.60 | +3.12 | +
LLaVA-NeXT-34B | +34B | +- | +- | +3.29 | +3.23 | +3.83 | +2.51 | +3.47 | +
CogVLM2-Video | +12B | +- | +- | +3.49 | +3.46 | +3.23 | +2.98 | +3.64 | +
LongVA | +7B | +52.4 | +54.3 | +3.05 | +3.09 | +3.77 | +2.44 | +3.64 | +
InternVL2-8B | +8B | +54.0 | +56.9 | +- | +- | +- | +- | +- | +
InternLM-XComposer-2.5 | +8B | +55.8 | +- | +- | +- | +- | +- | +- | +
LLaVA-NeXT-Video | +32B | +60.2 | +63.0 | +3.48 | +3.37 | +3.95 | +2.64 | +3.28 | +
MiniCPM-V 2.6 | +8B | +60.9 | +63.6 | +3.59 | +3.28 | +3.93 | +2.73 | +3.62 | +
Model | +Size | +Shot | +TextVQA val | +VizWiz test-dev | +VQAv2 test-dev | +OK-VQA val | +
---|---|---|---|---|---|---|
Flamingo | +80B | +0* | +35.0 | +31.6 | +56.3 | +40.6 | +
4 | +36.5 | +39.6 | +63.1 | +57.4 | +||
8 | +37.3 | +44.8 | +65.6 | +57.5 | +||
IDEFICS | +80B | +0* | +30.9 | +36.0 | +60.0 | +45.2 | +
4 | +34.3 | +40.4 | +63.6 | +52.4 | +||
8 | +35.7 | +46.1 | +64.8 | +55.1 | +||
OmniCorpus | +7B | +0* | +43.0 | +49.8 | +63.2 | +45.5 | +
4 | +45.4 | +51.3 | +64.5 | +46.5 | +||
8 | +45.6 | +52.2 | +64.7 | +46.6 | +||
Emu2 | +37B | +0 | +26.4 | +40.4 | +33.5 | +26.7 | +
4 | +48.2 | +54.6 | +67.0 | +53.2 | +||
8 | +49.3 | +54.7 | +67.8 | +54.1 | +||
MM1 | +30B | +0 | +26.2 | +40.4 | +48.9 | +26.7 | +
8 | +49.3 | +54.7 | +70.9 | +54.1 | +||
MiniCPM-V 2.6+ | +8B | +0 | +43.9 | +33.8 | +45.4 | +23.9 | +
4 | +63.6 | +60.5 | +65.5 | +50.1 | +||
8 | +64.6 | +63.4 | +68.2 | +51.4 | +
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