Here, we list the codebase we used to obtain the evaluation results in the InternVL 2.5 technical report.
| Benchmark Name | Codebase |
|---|---|
| MMMU | VLMEvalKit |
| MMMU-Pro | This Codebase |
| MathVista | VLMEvalKit |
| MATH-Vision | VLMEvalKit |
| MathVerse | VLMEvalKit |
| OlympiadBench | VLMEvalKit |
| Benchmark Name | Codebase |
|---|---|
| AI2D with mask | This Codebase |
| AI2D without mask | VLMEvalKit |
| ChartQA | This Codebase |
| DocVQA | This Codebase |
| InfoVQA | This Codebase |
| OCRBench | VLMEvalKit |
| SEED-2-Plus | VLMEvalKit |
| CharXiv | CharXiv |
| VCR | VLMEvalKit |
| Benchmark Name | Codebase |
|---|---|
| BLINK | VLMEvalKit |
| Mantis Eval | This Codebase |
| MMIU | This Codebase |
| MuirBench | VLMEvalKit |
| MMT-Bench | VLMEvalKit |
| MIRB | This Codebase |
| Benchmark Name | Codebase |
|---|---|
| RealWorldQA | VLMEvalKit |
| MME-RealWorld | VLMEvalKit |
| WildVision | VLMEvalKit |
| R-Bench | VLMEvalKit |
| Benchmark Name | Codebase |
|---|---|
| MME | This Codebase |
| MMBench | This Codebase |
| MMBench v1.1 | VLMEvalKit |
| MMVet | VLMEvalKit |
| MMVet v2 | This Codebase |
| MMStar | VLMEvalKit |
| Benchmark Name | Codebase |
|---|---|
| HallBench | VLMEvalKit |
| MMHal-Bench | This Codebase |
| CRPE | VLMEvalKit |
| POPE | This Codebase |
| Benchmark Name | Codebase |
|---|---|
| RefCOCO | This Codebase |
| RefCOCO+ | This Codebase |
| RefCOCOg | This Codebase |
| Benchmark Name | Codebase |
|---|---|
| MMMB | VLMEvalKit |
| Multilingual MMBench | VLMEvalKit |
| MTVQA | VLMEvalKit |
| Benchmark Name | Codebase |
|---|---|
| Video-MME | VLMEvalKit |
| MVBench | This Codebase |
| MMBench-Video | VLMEvalKit |
| MLVU | VLMEvalKit |
| LongVideoBench | VLMEvalKit |
| CG-Bench | provided by authors |