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[Benchmark] VedioEvalPro #1672

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Merged
TianhaoLiang2000 merged 4 commits into from
Sep 7, 2026
+544 −2
Merged

[Benchmark] VedioEvalPro #1672

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78de202
Add VideoEval-Pro dataset integration
ssiq Sep 2, 2026
2d24e29
Use standard Judge evaluation flow for VideoEval-Pro
ssiq Sep 3, 2026
9e2d7f6
Align VideoEval-Pro evaluation configuration
ssiq Sep 4, 2026
8f7b391
Fix VideoEval-Pro import order
TianhaoLiang2000 Sep 7, 2026
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3 changes: 2 additions & 1 deletion vlmeval/dataset/__init__.py
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Original file line number Diff line number Diff line change
Expand Up @@ -154,6 +154,7 @@
from .vcrbench import VCRBench
from .vdc import VDC
from .video_concat_dataset import ConcatVideoDataset
from .video_eval_pro import VideoEvalPro_MCQ, VideoEvalPro_OpenEnded
from .video_holmes import Video_Holmes
from .video_mmlu import Video_MMLU_CAP, Video_MMLU_QA
from .videomme import VideoMME
Expand Down Expand Up @@ -341,7 +342,7 @@ def evaluate(self, eval_file, **judge_kwargs):
Video_MMLU_CAP, Video_MMLU_QA,
Video_Holmes, VCRBench, CGAVCounting,
EgoExoBench_MCQ, DREAM, VideoTT, VideoMMMU, MVUEval, OMTGBench, V2PBench, AVSpeakerBench,
VideoMMEv2, ReVSI, SISBench
VideoMMEv2, ReVSI, SISBench, VideoEvalPro_MCQ, VideoEvalPro_OpenEnded
]

# add by EASI team
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28 changes: 28 additions & 0 deletions vlmeval/dataset/video_dataset_config.py
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Original file line number Diff line number Diff line change
Expand Up @@ -2,6 +2,33 @@

from vlmeval.dataset import *

video_eval_pro_dataset = {
'VideoEval-Pro-MCQ_16frame': partial(
VideoEvalPro_MCQ, dataset='VideoEval-Pro-MCQ', nframe=16
),
'VideoEval-Pro-MCQ_32frame': partial(
VideoEvalPro_MCQ, dataset='VideoEval-Pro-MCQ', nframe=32
),
'VideoEval-Pro-MCQ_64frame': partial(
VideoEvalPro_MCQ, dataset='VideoEval-Pro-MCQ', nframe=64
),
'VideoEval-Pro-MCQ_1fps': partial(
VideoEvalPro_MCQ, dataset='VideoEval-Pro-MCQ', fps=1.0
),
'VideoEval-Pro-OpenEnded_16frame': partial(
VideoEvalPro_OpenEnded, dataset='VideoEval-Pro-OpenEnded', nframe=16
),
'VideoEval-Pro-OpenEnded_32frame': partial(
VideoEvalPro_OpenEnded, dataset='VideoEval-Pro-OpenEnded', nframe=32
),
'VideoEval-Pro-OpenEnded_64frame': partial(
VideoEvalPro_OpenEnded, dataset='VideoEval-Pro-OpenEnded', nframe=64
),
'VideoEval-Pro-OpenEnded_1fps': partial(
VideoEvalPro_OpenEnded, dataset='VideoEval-Pro-OpenEnded', fps=1.0
),
}

vcrbench_dataset = {
'VCRBench_8frame_nopack': partial(VCRBench, dataset='VCR-Bench', nframe=8, pack=False),
'VCRBench_16frame_nopack': partial(VCRBench, dataset='VCR-Bench', nframe=16, pack=False),
Expand Down Expand Up @@ -390,6 +417,7 @@ def _build_video_variants(subsets, cls, variants=VSI_FRAME_VARIANTS):
supported_video_datasets = {}

dataset_groups = [
video_eval_pro_dataset,
mmbench_video_dataset, mvbench_dataset, videomme_dataset, sis_bench_dataset,
videommev2_dataset, videommmu_dataset,
longvideobench_dataset, mlvu_dataset, tempcompass_dataset, cgbench_dataset, worldsense_dataset, tamperbench_dataset,
Expand Down
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