name,hf_repo,eval_type,question_format,has_chance_level,num_options,text_heavy,video_repo Video-MME,lmms-eval/Video-MME,llm_fallback,mixed,False,4,False, LongVideoBench,longvideobench/LongVideoBench,llm_fallback,mixed,False,5,False, MLVU,sy1998/MLVU_dev,llm_fallback,MCQ,False,,False, MVBench,OpenGVLab/MVBench,llm_fallback,mixed,False,,False, VideoMMMU,lmms-eval/VideoMMMU,rule_only,MCQ,True,4,True, EgoSchema,lmms-eval/egoschema,rule_only,MCQ,True,4,False, LVBench,lmms-eval/LVBench,rule_only,MCQ,False,,False, NExT-QA,lmms-eval/NExTQA,rule_only,MCQ,True,4,False, PerceptionTest,lmms-eval/PerceptionTest,rule_only,MCQ,False,,False,lmms-eval/PerceptionTest_Val MMVU,lmms-eval/MMVU,llm_required,MCQ,False,,False, MMBench-Video,opencompass/MMBench-Video,llm_required,open,False,,False, Charades-STA,lmms-eval/charades_sta,rule_only,mixed,False,,False, TempCompass,lmms-eval/TempCompass,llm_fallback,mixed,False,2,False, ActivityNet-QA,lmms-eval/ActivityNetQA,llm_required,open,False,,False, VideoChatGPT,lmms-eval/VideoChatGPT,llm_required,open,False,,False, MotionBench,zai-org/MotionBench,rule_only,MCQ,True,5,False, VSI-Bench,nyu-visionx/VSI-Bench,rule_only,MCQ,False,,False, CG-Bench,CG-Bench/CG-Bench,llm_required,mixed,False,,False, HourVideo,HourVideo/HourVideo,rule_only,MCQ,False,,False, VideoDetailCaption,lmms-lab/VideoDetailDescription,llm_required,open,False,,False, TOMATO,lmms-eval/TOMATO,llm_required,MCQ,True,4,False, Video-MME-v2,MME-Benchmarks/Video-MME-v2,llm_fallback,mixed,False,5,False, WorldSense,lmms-lab/worldsense,llm_fallback,mixed,False,4,False, ActivityNet-Captions,unknown,rule_only,open,False,,False, STAR,unknown,rule_only,MCQ,False,,False, DREAM-1K,mjuicem/DREAM-1k-VLMEvalKit,llm_required,open,False,,False,omni-research/DREAM-1K MovieChat-1K,Enxin/lmms_MovieChat_test,llm_required,open,False,,False, Kinetics-700,unknown,unknown,unknown,False,,False, ReVSI,3dlg-hcvc/ReVSI,rule_only,MCQ,False,,False, VSI-Super,nyu-visionx/VSI-SUPER-Count,rule_only,MCQ,False,,False, TimeLens,kcz358/timelens,rule_only,grounding,False,,False, VDC,wchai/lmms_VDC_test,llm_required,open,False,,False, VideoEval-Pro,TIGER-Lab/VideoEval-Pro,llm_required,MCQ,False,,False, FAVOR-Bench,FAVOR-Bench/FAVOR,rule_only,mixed,False,,False, Video-Holmes,TencentARC/Video-Holmes,llm_fallback,MCQ,True,6,False, MSVD-QA,unknown,rule_only,open,False,,False, Molmo2-VideoCount,allenai/Molmo2-VideoCountEval,rule_only,numeric,False,,False, VideoHallucer,bigai-nlco/VideoHallucer,rule_only,MCQ,False,,False, StreamingBench,mjuicem/StreamingBench,rule_only,MCQ,False,,False, Video-TT,lmms-eval/video-tt,llm_fallback,mixed,False,5,unknown, OMTGBench,insomnia7/omtg_bench,rule_only,grounding,False,,False, SiteBench-Video,franky-veteran/SITE-Bench,rule_only,mixed,False,4,False, LongTimeScope,Apollo-LMMs/LongTimeScope2,rule_only,MCQ,False,,unknown, LSDBench,TainU/LSDBench,rule_only,open,False,,False, MVP-Bench,facebook/minimal_video_pairs,rule_only,MCQ,False,,unknown, OSI-Bench,HarmlessSR07/OSI-Bench,rule_only,mixed,False,,unknown, PAIBench-U,Jialuo21/PAIBench-U,rule_only,MCQ,True,2/3/4,unknown, SIS-Bench,choucsan/SIS-Bench,rule_only,MCQ,True,4,unknown, FALCONBench,cplou99/FALCON-Bench,llm_required,mixed,False,4,False, DSRBench,lmms-lab-si/EASI-Leaderboard-Data,rule_only,MCQ,True,4,False, STI-Bench,MINT-SJTU/STI-Bench,rule_only,MCQ,True,5,False, MVTamperBench,Srikant86/MVTamperBench,llm_fallback,mixed,False,,False, OVOBench,kcz358/OVOBench,rule_only,open,False,,False,JoeLeelyf/OVO-Bench RepCount,lmms-lab-eval/repcount,rule_only,open,False,,False, SSv2,lmms-lab-eval/ssv2,rule_only,open,False,,False, TemporalBench,microsoft/TemporalBench,rule_only,open,False,,False, QBench-Video,zhangzicheng/Q-Bench-Video,rule_only,MCQ,False,,False, EgoTaskQA,nv-njb/EgoTaskQA-MCQ,rule_only,MCQ,False,,False, Countix,unknown,rule_only,open,False,,False, HD-EPIC,unknown,rule_only,grounding,False,,False, FunQA,fesvhtr/FunQA_LMMs,llm_required,open,False,,False, MMWorld,MMWorld/MMWorld,rule_only,MCQ,True,4,False, Minerva,unknown,rule_only,unknown,False,,False, EgoTempo,lmms-lab-eval/egotempo,rule_only,grounding,False,,False, PLM-VideoBench,facebook/PLM-VideoBench,llm_required,mixed,False,,False, Vinoground,HanSolo9682/Vinoground,rule_only,open,False,,False, Video-MMLU,Enxin/Video-MMLU,llm_required,open,False,,True, VITATECS,lscpku/VITATECS,llm_required,mixed,False,,False, CG-AV-Counting,CG-Bench/CG-AV-Counting,rule_only,mixed,False,,False, OVR-Kinetics,lmms-lab-eval/ovr_kinetics,rule_only,mixed,False,,False, CVRR-ES,lmms-eval/CVRR-ES,llm_required,open,False,,False, TVBench,FunAILab/TVBench,rule_only,mixed,False,,False, CinePile,tomg-group-umd/cinepile,rule_only,MCQ,True,5,False, Neptune,lmms-eval/GoogleDeepMind-NEPTUNE,rule_only,MCQ,True,5,False, EgoPlan-Bench,EgoLife-v1/EgoPlan,rule_only,mixed,False,4,False, EgoExoBench,Heleun/EgoExoBench_MCQ,llm_fallback,MCQ,False,,False, SciVideoBench,groundmore/scivideobench,rule_only,MCQ,True,10,True, VideoMathQA,MBZUAI/VideoMathQA,rule_only,mixed,False,5,True, MMSI-Video,oscarqjh/MMSI-Video-Bench_lmmseval,rule_only,unknown,False,,False, V2P-Bench,gaotiexinqu/V2P-Bench,rule_only,MCQ,False,,False, VCR-Bench,VLM-Reasoning/VCR-Bench,rule_only,MCQ,True,3/4/5,False, MEGA-Bench(video),TIGER-Lab/MEGA-Bench,rule_only,grounding,False,,unknown, AV-SpeakerBench,plnguyen2908/AV-SpeakerBench,rule_only,MCQ,True,4,False, AV-Odyssey,AV-Odyssey/AV_Odyssey_Bench_LMMs_Eval,rule_only,MCQ,True,4,False, CameraBench,chancharikm/camerabench_vqa_lmms_eval,rule_only,MCQ,True,2,False, COVER,lmms-lab-eval/COVER,rule_only,MCQ,False,,unknown,PeterPanonly/COVER CUVA,fesvhtr/CUVA_LMMs,rule_only,open,False,,False, IntPhys2,facebook/IntPhys2,rule_only,open,False,,False, JumpScore,lmms-lab-encoder/JumpScore,rule_only,mixed,False,,unknown, TimeScope,Apollo-LMMs/TimeScope,rule_only,MCQ,False,,False, LongVT,longvideotool/VideoSIAH-Eval,rule_only,MCQ,True,4,unknown, Lemonade,amathislab/LEMONADE,rule_only,MCQ,True,4,unknown, MMOU,kcz358/MMOU,rule_only,MCQ,True,10,unknown, PerceptionComp,hrinnnn/PerceptionComp,rule_only,MCQ,True,5,unknown, PhysicalAI-Understanding,shi-labs/physical-ai-bench-understanding,rule_only,MCQ,True,4,False, PushupBench,anonymousatom/pushupbench,rule_only,numeric,False,,False, SpatialTreeBench,LongfeiLi/SpatialTree-Bench,rule_only,MCQ,False,,False, VStaT,nyu-visionx/vstat,rule_only,MCQ,False,,unknown, WorldQA,lmms-eval/worldqa,llm_required,MCQ,True,4,False, ExtremeWhenBench,min1321/extreme-when-bench,rule_only,grounding,False,,False, MVU-Eval,MVU-Eval-Team/MVU-Eval-Data,rule_only,MCQ,False,,unknown, VIABench,MCG-NJU/VIABench,unknown,open,False,NA,unknown, E-VQA,Salesforce/ST-Evidence-Bench,rule_only,mixed,False,5,unknown, Camera Movement Understanding (BU/Google),Yuwen2024/ACaM-Bench,unknown,MCQ,True,4,unknown, AnyGroundBench,rinost081/AnyGroundBench,unknown,grounding,False,NA,unknown, VidPair-Halluc,Jethro37/VidPair-Halluc,rule_only,MCQ,True,2,unknown, Video-MME-Logical,marcuskwan/video-mme-logical,rule_only,open,False,NA,unknown, Ego-MC-Bench,neuripsedtracksub/ego-counterfactual-mistakes,unknown,mixed,False,NA,unknown, ChronoPhyBench,Kohsin/ChronoPhyBench,unknown,mixed,False,NA,unknown, VideoKR,minuzero/VideoKR-Eval,llm_fallback,mixed,False,NA,unknown, VideoOdyssey,maifoundations/VideoOdyssey,rule_only,MCQ,True,4,unknown, Artifact-Bench,DogNeverSleep/Artifact-Bench,rule_only,mixed,False,NA,unknown, VURB,wyccccc/VURB_Data,unknown,MCQ,False,NA,unknown, SFI-Bench,le723z/SFI-Bench,unknown,MCQ,True,4,unknown, GasVideo-1000,kk12ff/GasVideo1000,unknown,mixed,False,NA,unknown, VideoZeroBench,marinero4972/VideoZeroBench,rule_only,mixed,False,NA,unknown, SAW-Bench,ucsbai/SAW-Bench,llm_fallback,MCQ,True,3,unknown, TimeBlind,BaiqiL/TimeBlind,rule_only,MCQ,True,2,unknown, AVMeme Exam,naplab/AVMeme-Exam,unknown,MCQ,False,NA,unknown, FutureOmni,OpenMOSS-Team/FutureOmni,rule_only,MCQ,False,4 or 6,unknown, VKnowU,Eurayka/VKnowU,rule_only,MCQ,False,NA,unknown, TeleEgo,David0219/TeleEgo,llm_fallback,mixed,False,NA,unknown, DSI-Bench,Viglong/DSI-Bench,rule_only,MCQ,True,4,unknown, Omni-Cloze,BoJack/Omni-Cloze,llm_required,MCQ,True,5,unknown, ExpVid,OpenGVLab/ExpVid,unknown,mixed,False,NA,unknown, EgoNight,dehezhang2/EgoNight,llm_fallback,open,False,NA,unknown, v-HUB,Foreverskyou/v-HUB,llm_fallback,mixed,False,5,unknown, ELV-Halluc,HLSv/ELV-Halluc,rule_only,MCQ,True,2,unknown,shuzhig/elv-halluc-videos RynnEC-Bench,Alibaba-DAMO-Academy/RynnEC-Bench,llm_required,mixed,False,NA,unknown, GLIMPSE,AIMING-Lab-UNC/GLIMPSE,rule_only,MCQ,True,4,unknown, SoMi-ToM,SoMi-ToM/SoMi-ToM,rule_only,MCQ,True,3,unknown, ShotBench,Vchitect/ShotBench,llm_fallback,MCQ,True,4,unknown, VRBench,OpenGVLab/VRBench,llm_required,mixed,False,NA,unknown, ViMUL-Bench,MBZUAI/ViMUL-Bench,llm_required,mixed,False,4,unknown, MF2 (Movie Facts and Fibs),sardinelab/MF2,rule_only,MCQ,True,2,unknown, MORSE-500,video-reasoning/morse-500,llm_required,mixed,False,NA,unknown, MMR-V,JokerJan/MMR-VBench,rule_only,MCQ,False,NA,unknown, SAVVY-Bench,uwneuroai/SAVVY-Bench,rule_only,mixed,False,4,unknown, AoTBench,sherryxzh/AoTBench,rule_only,MCQ,False,NA,unknown, VSI-Super-Wild,THUSI-Lab/VSI-Super-Wild,rule_only,mixed,False,NA,unknown, FindingDory,yali30/findingdory,rule_only,grounding,False,NA,unknown, ExAct,Alexhimself/ExAct,rule_only,MCQ,True,5,unknown, K9-Bench,K9Bench/K9Bench,unknown,MCQ,False,,True,yt::K9-Bench S3-Bench,kszucs/buckets-vs-s3-benchmark,unknown,mixed,False,,True, REVEAL,aaeagal/Reveal,unknown,mixed,False,,True, HumanPCR,HumanPCR/HumanPCR,rule_only,mixed,False,,True, EgoMonth,anonymous-egomonth/egomonth-dataset,rule_only,mixed,False,,True, VideoGAIA,Karl28/VideoGAIA,unknown,mixed,False,,True, TAR-Bench,nvidia/PhysicalAI-Traffic-Anomaly-Reasoning,rule_only,mixed,False,,True, VideoVIBE,AdwolfCzar/video_vibe_captioned_dataset,unknown,MCQ,False,,True, ViSTR-Bench,homothetic/ViSTR-Bench-Public,unknown,MCQ,False,,True, LongVILBench,cq838/LongVILBench,rule_only,mixed,False,,True, ID-VTG,Chloe-UniU-oO/ID-VTG,rule_only,mixed,False,,True, RISE-Bench,PhoenixZ/RISEBench,rule_only,mixed,False,,True, UAV-DualCog,Lozumi/UAV-DualCog,unknown,mixed,False,,True, SLVMBench,SLVMBench/SLVMBench,unknown,MCQ,False,,True, S-EMBER,facebook/S-EMBER,unknown,mixed,False,,True, MedStreamBench,Venn2024/MedStreamBench,unknown,mixed,False,,True, VideoLLM-BoE,lab-flair/VideoLLM-BoE,unknown,MCQ,False,,True, OmniVDCBench,videobenchlab/omniVDCBench,rule_only,mixed,False,,True, ReactHuman Benchmark (Scaled),Alan123/reacthuman-benchmark-scaled-with-videos,rule_only,MCQ,False,,True, VideoMemory-Bench,viktorcyt/VideoMemory-Bench,rule_only,MCQ,False,,True, VideoAesBench,chris-123/VideoAesBench,unknown,mixed,False,,True, V-NIAH-D,Tianyi1112/VideoRoPE,rule_only,MCQ,False,,True, VideoIntentMCQ_OE,KHUjongseo/VideoIntentMCQ_OE,unknown,mixed,False,,True, NaturalBench-Video,BaiqiL/NaturalBench-Video,rule_only,MCQ,False,,True, LongVideo-Reason-eval,LongVideo-Reason/longvideo_eval_videos,unknown,MCQ,False,,True, Causal2Needles,causal2needles/Causal2Needles,unknown,mixed,False,,True, InstructionBench,sunwhw/InstructionBench,mixed,mixed,False,,True, TemporalVQA,fazliimam/temporal-vqa,rule_only,MCQ,False,,True, Charades-CON / ActivityNet-CON,mjjung/Consistency-Evaluation-for-Video-LLMs,rule_only,MCQ,False,,True, TaskMeAnything-v1-videoqa-2024,weikaih/TaskMeAnything-v1-videoqa-2024,rule_only,MCQ,False,,True,local::TaskMeAnything-v1-videoqa-2024 Colon-Bench,ajhamdi/colon-bench,unknown,MCQ,True,5,True, "ID-VTG (IDVTG-Gym, IDVTG-InternVid)",Chloe-UniU-oO/ID-VTG,unknown,mixed,False,,True, SVCBench,buaaplay/SVCBench,unknown,numeric,False,,True, ScaleLong,m-a-p/ScaleLong,unknown,MCQ,False,,True, TOC-Bench,anonymous-video-benchmark/toc_bench,unknown,mixed,False,,True, VideoGameQA-Bench,taesiri/VideoGameQA-Bench,unknown,mixed,False,,True, IV-Bench,m-a-p/IV-Bench,unknown,MCQ,False,,True, SmartHome-Bench,violetcliff/SmartHome-Bench,unknown,MCQ,False,,True,yt::SmartHome-Bench VStream-QA,IVGSZ/VStream-QA,unknown,mixed,False,,True, Charades-CON,mjjung/Consistency-Evaluation-for-Video-LLMs,unknown,MCQ,False,,True,lmms-eval/charades_sta ActivityNet-CON,mjjung/Consistency-Evaluation-for-Video-LLMs,unknown,MCQ,False,,True,friedrichor/ActivityNet_Captions EventHallusion,lccshunli/EventHallusion,unknown,MCQ,False,,True,lccshunli/EventHallusion KFS-Bench,longvideobench/LongVideoBench,unknown,MCQ,False,,True,longvideobench/LongVideoBench UCF101-AD,raiyaanabdullah/UCF101-AD,unknown,MCQ,False,,True,raiyaanabdullah/UCF101-AD iSafetyBench,raiyaanabdullah/isafety-bench,unknown,MCQ,False,,True,raiyaanabdullah/isafety-bench OVO-S-Bench,JoeLeelyf/OVO-S-Bench,unknown,MCQ,False,,True,url::OVO-S-Bench VANE-Bench,rohit901/VANE-Bench,unknown,MCQ,False,,True,local::VANE-Bench M^3-Verse,modelscope::WalKaWay/M3-Verse,unknown,MCQ,False,,True,local::M^3-Verse VNBench,videoniah/VNBench,unknown,MCQ,False,,True,local::VNBench CAViAR,sparshgarg57/CAViAR,unknown,MCQ,False,,True,nexar-ai/nexar_collision_prediction Video-LevelGauge,Cola-any/Video-LevelGauge,unknown,MCQ,False,,True, HERBench,DanBenAmi/HERBench,unknown,MCQ,False,,False, MME-VideoOCR,DogNeverSleep/MME-VideoOCR_Dataset,unknown,MCQ,False,,True, E.T. Bench,PolyU-ChenLab/ETBench,unknown,MCQ,False,,False, VRU-Accident,VRUAccidentAnonymous/VRU-Accident,unknown,MCQ,False,,True, ALLVB,ALLVB/ALLVB,unknown,MCQ,False,,False, GUI-World,ONE-Lab/GUI-World,unknown,MCQ,False,,True, VideoEspresso,hshjerry0315/VideoEspresso-Test,unknown,MCQ,False,,True, VAU-Bench (UCF-Crime),7xiang/VAU-Bench,unknown,MCQ,False,,False,AllenXeon/ucf_crime VF-Eval,songtingyu/vf-eval,unknown,MCQ,False,,True, UrbanVideo-Bench,EmbodiedCity/UrbanVideo-Bench,unknown,MCQ,False,,False, HLV-1K,ZouHQ/HLV-1K,unknown,MCQ,False,,True,yt::HLV-1K CineTechBench,Xinran0906/CineTechBench,unknown,MCQ,False,,True,yt::CineTechBench ReXTime,ReXTime/ReXTime,unknown,MCQ,False,,True,yt::ReXTime LOKI,bczhou/LOKI,unknown,MCQ,False,,True, ContPhy,zzcnewly/ContPhy_Dataset,unknown,MCQ,False,,True, FineBench,FINEBENCH/FineBench,unknown,MCQ,False,,False,yt::FineBench ForeSeaQA,qualcomm/ForeSeaQA,unknown,MCQ,False,,False,AllenXeon/ucf_crime VideoAds,Zheyuan14/VideoAds,unknown,MCQ,False,,False, VELOCITI,katha-ai-iiith/VELOCITI,unknown,MCQ,False,,False, VGenST-Bench,NeurIPS2026-VGenST-Bench/VGenST-Bench,unknown,MCQ,False,,False, SportsD,addisonwu05/sportsd,unknown,MCQ,False,,False,