Lab Materials for MIT 6.S191: Introduction to Deep Learning

Framework for image and flow cytometry analysis

O1 Replication Journey

Implementation of the sparse attention pattern proposed by the Deepseek team in their "Native Sparse Attention" paper

[NeurIPS 2024] Touchstone - Benchmarking AI on 5,172 o.o.d. CT volumes and 9 anatomical structures

Official Implementation of "Surgical-VQLA++: Adversarial Contrastive Learning for Calibrated Robust Visual Question Localized-Answering in Robotic Surgery"

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[CVPR 2024 Extension] 160K volumes (42M slices) datasets, new segmentation datasets, 31M-1.2B pre-trained models, various pre-training recipes, 50+ downstream tasks implementation

Large Kernel Vision Mamba UNet for Medical Image Segmentation

OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding

List of surgical tool datasets organised by task.

[ICLR 2024] SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction

[MICCAI'2024, Oral] Official implementation of BrLP method from "Enhancing Spatiotemporal Disease Progression Models via Latent Diffusion and Prior Knowledge"

Repo for the paper "SynthBrainGrow: Synthetic Diffusion Brain Aging for Longitudinal MRI Data Generation in Young People"

Efficient Track Anything

[ECCV'24] Official Implementation of SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance

[MICCAI 2024] VLSM-Adapter: Finetuning Vision-Language Segmentation Efficiently with Lightweight Blocks

The Official Repository of VisionFM

Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans

A PyTorch implementation of the paper "ZigMa: A DiT-Style Mamba-based Diffusion Model" (ECCV 2024)

[ICLR‘25 Spotlight] LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models

Official repository of "SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory"

TinyDB is a lightweight document oriented database optimized for your happiness :)

biastuning for SAM on medical datasets

Adapting Segment Anything Model for Medical Image Segmentation

3DSlicer plugin for inpainting lung nodules in 3D chest CT data.

Clinical Histopathology Imaging Evaluation Foundation Model

[AAAI2024] Official implementation of SurgicalSAM