Vinay Umrethe

VINAY-UMRETHE

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Vinay-Umrethe

AI & ML interests

Machine Learning, Multimodal LLMs, Data Engineering, Data Science

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Presenting SigMamba-V1 https://huggingface.co/collections/VINAY-UMRETHE/sigmamba-inventory A unified architecture that couples SigLIP2 vision encoder with a trainable Mamba state space model for temporal reasoning with O(N) complexity. Trained under the Multiple Instance Learning (MIL) paradigm with the Temporal Feature Magnitude (RTFM) loss, SigMamba achieves 89.82% frame-level AUC on the UCF-Crime benchmark while processing over 1000 frames per second on a single GPU. Released two model variants https://huggingface.co/VINAY-UMRETHE/SigMamba-V1-Large and https://huggingface.co/VINAY-UMRETHE/SigMamba-V1-Small along with all training code and datasets under an open-source license. GitHub: https://github.com/Vinay-Umrethe/SigMamba-V1

published an article about 14 hours ago

Heretic Grimoire

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posted an update about 14 hours ago

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Presenting SigMamba-V1

https://huggingface.co/collections/VINAY-UMRETHE/sigmamba-inventory

A unified architecture that couples SigLIP2 vision encoder with a trainable Mamba state space model for temporal reasoning with O(N) complexity.

Trained under the Multiple Instance Learning (MIL) paradigm with the Temporal Feature Magnitude (RTFM) loss, SigMamba achieves 89.82% frame-level AUC on the UCF-Crime benchmark while processing over 1000 frames per second on a single GPU.

Released two model variants VINAY-UMRETHE/SigMamba-V1-Large and VINAY-UMRETHE/SigMamba-V1-Small along with all training code and datasets under an open-source license.

GitHub: https://github.com/Vinay-Umrethe/SigMamba-V1