# MCI Source: [MCI]() Collection index: [llms.txt]() A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. ## Benchmarks Page 1 of 2. This is an index page, not the full collection. - [Next index page](): Follow this link to discover more pages. - [Multi-objective Optimization on MCIMP](): Multi-objective Optimization; MCIMP. - [Intent Classification on MCID 10-shot](): Intent Classification; MCID 10-shot. - [Speech Translation on MCIF long track](): Speech Translation; MCIF long track. - [Automatic Speech Recognition on MCIF long track](): Automatic Speech Recognition; MCIF long track. - [Spoken Summarization on MCIF long track](): Spoken Summarization; MCIF long track. - [Spoken Question Answering on MCIF long track](): Spoken Question Answering; MCIF long track. - [Semi-supervised classification on ADNI CN vs. MCI (10% train, 90% test)](): Semi-supervised classification; ADNI CN vs. MCI (10% train, 90% test). - [Binary Classification on Tadpole CN vs MCI (test)](): Binary Classification; Tadpole CN vs MCI (test). - [Disease Diagnosis on ADNI MCI](): Disease Diagnosis; ADNI MCI. - [Multiclass Neurodegenerative Disease Classification on ADNI3 CN vs. EMCI vs. AD](): Multiclass Neurodegenerative Disease Classification; ADNI3 CN vs. EMCI vs. AD. - [Alzheimer's Disease Diagnosis on AD-MultiSense CN vs. MCI](): Alzheimer's Disease Diagnosis; AD-MultiSense CN vs. MCI. - [Image Classification on MCI Overall](): Image Classification; MCI Overall. - [MCI-to-AD conversion prediction on AD conversion dataset MCI-to-AD (test)](): MCI-to-AD conversion prediction; AD conversion dataset MCI-to-AD (test). - [CN-to-MCI Conversion Prediction on AD conversion dataset CN-to-MCI (test)](): CN-to-MCI conversion prediction; AD conversion dataset CN-to-MCI (test). - [Disease Classification on ADNI CN vs MCI 50-50 (train test)](): Disease Classification; ADNI CN vs MCI 50-50 (train test). - [Classification on ADNI CN vs MCI (70-30 split)](): Classification; ADNI CN vs MCI (70-30 split). - [Binary Diagnosis Classification on ADNI NC vs MCI](): Binary Diagnosis Classification; ADNI NC vs MCI. - [Binary Classification on Tadpole MCI vs AD (test)](): Binary Classification; Tadpole MCI vs AD (test). - [Intent Classification on MCID 5-shot (test)](): Intent Classification; MCID 5-shot (test). - [Disease risk prediction on CoTh modality AD/LMCI vs. CN/EMCI](): Disease risk prediction; CoTh modality AD/LMCI vs. CN/EMCI. - [Disease Risk Prediction on FDG AD/LMCI vs. CN/EMCI](): Disease risk prediction; FDG AD/LMCI vs. CN/EMCI. - [Disease Risk Prediction on Amyloid modality AD/LMCI vs. CN/EMCI](): Disease risk prediction; Amyloid modality AD/LMCI vs. CN/EMCI. - [Disease Risk Prediction on Tau Modality (AD/LMCI vs CN/EMCI)](): Disease risk prediction; Tau modality (AD/LMCI vs. CN/EMCI). - [Intent Classification on MCID 5-shot](): Intent Classification; MCID 5-shot. - [Speech Question Answering on MCIF short-form](): Speech Question Answering; MCIF short-form. - [Machine Translation on MCIF en-it](): Machine Translation; MCIF en-it. - [Machine Translation on MCIF en-de](): Machine Translation; MCIF en-de. - [Medical Report Generation and Diagnostic Classification on Alzheimer's Disease Progression CN vs. MCI](): Medical Report Generation and Diagnostic Classification; Alzheimer's Disease Progression CN vs. MCI. - [Offline Speech Translation on MCIF (test)](): Offline Speech Translation; MCIF (test). - [Camera Pose Estimation on SemCityLockeD (test)](): Camera Pose Estimation; SemCityLockeD (test). - [Speech Translation on MCIF short-form](): Speech Translation; MCIF short-form. - [Classification on ADNI CN vs MCI (test)](): Classification; ADNI CN vs MCI (test). - [Disease Classification on ADNI MCI (external)](): Disease classification; ADNI MCI (external). - [In-Image Machine Translation Evaluation on MCiT Overall OOD 1.0](): In-Image Machine Translation Evaluation; MCiT Overall OOD 1.0. - [In-Image Machine Translation Evaluation on MCiT Scene 1.0](): In-Image Machine Translation Evaluation; MCiT Scene 1.0. - [In-Image Machine Translation Evaluation on MCiT 1.0 (Poster)](): In-Image Machine Translation Evaluation; MCiT 1.0 (Poster). - [In-Image Machine Translation Evaluation on MCiT Document 1.0](): In-Image Machine Translation Evaluation; MCiT Document 1.0. - [Binary Classification (NO vs. MCI) on ADNI](): Binary Classification (NO vs. MCI); ADNI NO vs. MCI. - [pMCI classification on ADNI pMCI](): pMCI classification; ADNI pMCI. - [Disease Classification on AD-conditioned Generated Data (from MCI) (test)](): Disease Classification; AD-conditioned Generated Data (from MCI) (test). - [Binary Classification on ADNI FDG-PET (pMCI/sMCI)](): Binary Classification; ADNI FDG-PET (pMCI/sMCI). - [Alzheimer's Disease Classification on MCI Screener (test)](): Alzheimer's Disease Classification; MCI Screener (test). - [Simultaneous Speech Translation on MCIF En-It (dev)](): Simultaneous Speech Translation; MCIF En-It (dev). - [Simultaneous Speech Translation on MCIF En-De (dev)](): Simultaneous Speech Translation; MCIF En-De (dev). - [Brain vascular age prediction on Brain vascular age prediction MCI](): Brain vascular age prediction; Brain vascular age prediction MCI. - [Multi-objective Optimization on MCIMP Total (Aggregated)](): Multi-objective Optimization; MCIMP Total (Aggregated). - [Multi-objective Optimization on MCIMP 100-dim](): Multi-objective Optimization; MCIMP 100-dim. - [Multi-objective Optimization on MCIMP 64-dim](): Multi-objective Optimization; MCIMP 64-dim. - [Multi-objective Optimization on MCIMP 48-dim](): Multi-objective Optimization; MCIMP 48-dim. - [Multi-objective Optimization on MCIMP 32-dim](): Multi-objective Optimization; MCIMP 32-dim. - [Reasoning on AD-MultiSense CN vs. MCI](): Reasoning; AD-MultiSense CN vs. MCI. - [Brain MRI Progression Modeling on ADNI Longitudinal T1-weighted brain MRI (MCI & AD)](): Brain MRI Progression Modeling; ADNI Longitudinal T1-weighted brain MRI (MCI & AD). - [sMCI/pMCI classification on ADNI Cross-sectional](): sMCI/pMCI classification; ADNI Cross-sectional sMCI pMCI. - [Brain graph evolution prediction on EMCI-AD](): Brain graph evolution prediction; EMCI-AD. - [Change Detection on LEVIR-MCI-Trees (test)](): Change Detection; LEVIR-MCI-Trees (test). - [Binary Classification on sMCI vs pMCI (test)](): Binary Classification; sMCI vs. pMCI (test). - [Binary Classification on ADNI EMCI vs LMCI (15% test)](): Binary Classification; ADNI EMCI vs LMCI (15% test). - [Atlas-based Medical Image Registration on Multi-site brain MRI dataset (OASIS, ABIDE, ADHD200, MCIC, PPMI, HABS, Harvard GSP) (test)](): Atlas-based Medical Image Registration; Multi-site brain MRI dataset (OASIS, ABIDE, ADHD200, MCIC, PPMI, HABS, Harvard GSP) (test). - [Longitudinal cortical thickness prediction on TADPOLE (MCI)](): Longitudinal cortical thickness prediction; TADPOLE (MCI). - [Classification on MCI Sc (test)](): Classification; MCI Sc (test). - [Ruleset Learning on MCI Sc (test)](): Ruleset Learning; MCI Sc (test). - [Rule-set Learning on 12 datasets average (Heart, Student, Breast, Thyroid, Abalone, Spam, Wine, Magic, Adult, Bank, MCI Sc, Dem Sc) (test)](): Rule-set Learning; 12 datasets average (Heart, Student, Breast, Thyroid, Abalone, Spam, Wine, Magic, Adult, Bank, MCI Sc, Dem Sc) (test). - [Binary Classification on NACC MCI vs AD (Group 3 FPR \[0.67, 1\] test)](): Binary Classification; NACC MCI vs AD, Group 3 FPR \[0.67, 1\] (test). - [Binary Classification on NACC MCI vs AD (Group 2 FPR \[0.33, 0.67\] test)](): Binary Classification; NACC MCI vs AD, Group 2 FPR \[0.33, 0.67\] (test). - [Binary Classification on NACC MCI vs AD (Group 1 FPR \[0, 0.33\] test)](): Binary Classification; NACC MCI vs AD, Group 1 FPR \[0, 0.33\] (test). - [Binary Classification on NACC MCI vs AD (test)](): Binary Classification; NACC MCI vs AD, All FPR \[0, 1\] (test). - [Ranking direct causal variables on Hailfinder ScenRelAMCIN](): Ranking direct causal variables; Hailfinder ScenRelAMCIN. - [Causal Variable Selection on Hailfinder ScenRelAMCIN](): Causal Variable Selection; Hailfinder ScenRelAMCIN. - [Change Captioning on LEVIR-MCI-Trees (test)](): Change Captioning; LEVIR-MCI-Trees (test). - [Speech Question Answering on MCIF constrained short audio](): Speech Question Answering; MCIF constrained short audio. - [Automatic Speech Recognition on MCIF constrained, short audio](): Automatic Speech Recognition; MCIF constrained, short audio. - [Automatic Speech Recognition on MCIF short-form](): Automatic Speech Recognition; MCIF short-form. - [Progressing data detection (ΔMoCA \< 0) on MCI and AD subjects 1-year cohort (test)](): Progressing data detection (ΔMoCA \< 0); MCI and AD subjects 1-year cohort (test). - [Classification on ADNI Tet-mesh (MCI vs CN)](): Classification; ADNI Tet-mesh (MCI vs CN). - [Classification on ADNI Tet-mesh AD vs MCI](): Classification; ADNI Tet-mesh AD vs MCI. - [Change Detection on LEVIR MCI](): Change Detection; LEVIR MCI. - [Visual Question Answering on MSCOCO MCI](): Visual Question Answering; MSCOCO MCI. - [Visual Commonsense Reasoning on VCR1 MCI](): Visual Commonsense Reasoning; VCR1 MCI. - [Multi-class classification on ADNI AD vs NC vs EMCI vs LMCI](): Multi-class classification; ADNI AD vs NC vs EMCI vs LMCI. - [Multi-class Classification on ADNI AD vs NC vs MCI](): Multi-class classification; ADNI AD vs NC vs MCI.