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a sophia koepke a sophia koepke home news publications team almut sophia koepke i am a junior research group leader at the technical university of munich and the university of tübingen furthermore i am a postdoctoral scholar at uc berkeley advised by alexei alyosha efros my research focusses on multi modal learning problems with sound vision and text i completed my dphil in the visual geometry group vgg at the university of oxford supervised by andrew zisserman i spent a summer at reichman university working with yael moses following my dphil i was a postdoctoral researcher with zeynep akata at the university of tübingen i am an ellis href member attached to the ellis unit munich furthermore i am a zia fellow for 2025 2026 email github linkedin twitter bluesky google scholar publications back into plato s cave examining cross modal representational convergence at scale a sophia koepke daniil zverev shiry ginosar alexei a efros arxiv preprint 2026 paper project page code it s never too late noise optimization for collapse recovery in trained diffusion models anne harrington a sophia koepke shyamgopal karthik trevor darrell alexei a efros ieee cvf conference on computer vision and pattern recognition cvpr 2026 paper project page code vggsounder audio visual evaluations for foundation models daniil zverev thaddäus wiedemer ameya prabhu matthias bethge wieland brendel a sophia koepke ieee cvf international conference on computer vision iccv 2025 paper project page code new benchmark for measuring modality contributions in audio visual foundation models on the dangers of bootstrapping generation for continual learning and beyond daniil zverev a sophia koepke joão f henriques dagm german conference on pattern recognition gcpr 2025 paper dissecting temporal understanding in text to audio retrieval andreea maria oncescu joão f henriques a sophia koepke acm multimedia acmmm 2024 paper project page code fantastic gains and where to find them on the existence and prospect of general knowledge transfer between any pretrained model karsten roth lukas thede a sophia koepke oriol vinyals olivier j hénaff zeynep akata international conference on learning representations iclr 2024 paper code openreview spotlight audio visual generalized zero shot learning using pre trained large multi modal models david kurzendörfer otniel bogdan mercea a sophia koepke zeynep akata workshop on learning with limited labelled data for image and video understanding at the ieee cvf conference on computer vision and pattern recognition cvpr 2024 paper code a sound approach using large language models to generate audio descriptions for egocentric text audio retrieval andreea maria oncescu joão f henriques andrew zisserman samuel albanie a sophia koepke the international conference on acoustics speech signal processing icassp 2024 paper project page code addressing caveats of neural persistence with deep graph persistence leander girrbach anders christensen ole winther zeynep akata a sophia koepke transactions on machine learning research tmlr 2023 paper code openreview video a part of this was also presented at the tag ml workshop at icml 2023 zero shot audio captioning with audio language model guidance and audio context keywords leonard salewski stefan fauth a sophia koepke zeynep akata neurips workshop on machine learning for audio 2023 paper code video adverb retrieval with compositional adverb action embeddings thomas hummel otniel bogdan mercea a sophia koepke zeynep akata british machine vision conference bmvc 2023 paper project page code oral presentation waffling around for performance visual classification with random words and broad concepts karsten roth jae myung kim a sophia koepke oriol vinyals cordelia schmid zeynep akata ieee cvf international conference on computer vision iccv 2023 paper code image free classifier injection for zero shot classification anders christensen massimiliano mancini a sophia koepke ole winther zeynep akata ieee cvf international conference on computer vision iccv 2023 paper code text to feature diffusion for audio visual few shot learning otniel bogdan mercea thomas hummel a sophia koepke zeynep akata dagm german conference on pattern recognition gcpr 2023 paper code zero shot translation of attention patterns in vqa models to natural language leonard salewski a sophia koepke hendrik lensch zeynep akata dagm german conference on pattern recognition gcpr 2023 paper code exposing and mitigating spurious correlations for cross modal retrieval jae myung kim a sophia koepke cordelia schmid zeynep akata multimodal learning and applications workshop at the ieee cvf conference on computer vision and pattern recognition cvprw 2023 paper code plant explainable planning transformers via object level representations katrin renz kashyap chitta otniel bogdan mercea a sophia koepke zeynep akata andreas geiger conference on robot learning corl 2022 paper project page code temporal and cross modal attention for audio visual zero shot learning otniel bogdan mercea thomas hummel a sophia koepke zeynep akata european conference on computer vision eccv 2022 paper code audio visual generalised zero shot learning with cross modal attention and language otniel bogdan mercea lukas riesch a sophia koepke zeynep akata ieee cvf conference on computer vision and pattern recognition cvpr 2022 paper code clevr x a visual reasoning dataset for natural language explanations leonard salewski a sophia koepke hendrik lensch zeynep akata springer lecture notes on artificial intelligence 2022 paper project page code this was also presented at the cvpr 2022 workshop on explainable ai for computer vision xai4cv audio retrieval with natural language queries a benchmark study a sophia koepke andreea maria oncescu joão f henriques zeynep akata samuel albanie transactions on multimedia 2022 paper project page code extension of the interspeech paper with a new dataset and new results audio retrieval with natural language queries andreea maria oncescu a sophia koepke joão f henriques zeynep akata samuel albanie interspeech 2021 paper project page code shortlisted for best student paper award distilling audio visual knowledge by compositional contrastive learning yanbei chen yongqin xian a sophia koepke ying shan zeynep akata ieee cvf conference on computer vision and pattern recognition cvpr 2021 paper code sight to sound an end to end approach for visual piano transcription a sophia koepke olivia wiles yael moses andrew zisserman the international conference on acoustics speech signal processing icassp 2020 paper project page oral presentation self supervised learning of class embeddings from video olivia wiles a sophia koepke andrew zisserman compact and efficient feature representation and learning in computer vision workshop at the ieee cvf international conference on computer vision iccv workshop 2019 paper visual pitch estimation a sophia koepke olivia wiles andrew zisserman sound and music computation conference smc 2019 paper project page self supervised learning of a facial attribute embedding from video olivia wiles a sophia koepke andrew zisserman british machine vision conference bmvc 2018 paper supplementary material project page code oral presentation x2face a network for controlling face generation by using images audio and pose codes olivia wiles a sophia koepke andrew zisserman european conference on computer vision eccv 2018 paper project page code denotes equal contribution teaching introduction to machine learning university of tübingen summer semester 2023 community service area chair bmvc 2025 cvpr 2025 bmvc 2024 eccv 2024 bmvc 2023 bmvc 2022 outstanding reviewer cvpr 2022 eccv 2022 accv 2020 reviewer iccv 2023 2025 neurips 2023 eccv 2022 cvpr 2021 2022 accv 2020 cvpr workshop learning with limited labelled data for image and video understanding 2022 iccv workshop closing the loop between vision and language 2021 neurips workshop the preregistration experiment an alternative publication model for machine learning research 2020 cvpr workshop women in computer vision 2019 2020 iccv workshop neural architects 2019 ijcv tpami ieee access eurographics workshop organisation 2nd workshop on emergent visual abilities and limits of foundation models cvpr 2025 1st workshop on emergent visual abilities and limits of foundation models eccv 2024 explainability in machine learning tübingen 2023 imagenet past present and future neurips 2021 misc tübingen ai center munich center for machine learning mcml ellis society ki macht schule ai education for pupils website template adapted from here