Soyun Choi (soyunchoi)

soyunchoi

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Soyun Choi's starred repositories

segment-anything

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

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mamba

Mamba SSM architecture

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LibMTL

A PyTorch Library for Multi-Task Learning

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VideoMamba

[ECCV2024] VideoMamba: State Space Model for Efficient Video Understanding

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Transformer-MM-Explainability

[ICCV 2021- Oral] Official PyTorch implementation for Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers, a novel method to visualize any Transformer-based network. Including examples for DETR, VQA.

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PointTransformerV3

[CVPR'24 Oral] Official repository of Point Transformer V3 (PTv3)

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MultiMAE

MultiMAE: Multi-modal Multi-task Masked Autoencoders, ECCV 2022

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Awesome-Parameter-Efficient-Transfer-Learning

A collection of parameter-efficient transfer learning papers focusing on computer vision and multimodal domains.

DINOv

[CVPR 2024] Official implementation of the paper "Visual In-context Learning"

AdaptFormer

[NeurIPS 2022] Implementation of "AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition"

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oneformer3d

[CVPR2024] OneFormer3D: One Transformer for Unified Point Cloud Segmentation

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ZipIt

A framework for merging models solving different tasks with different initializations into one multi-task model without any additional training

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awesome-adapter-resources

Collection of Tools and Papers related to Adapters / Parameter-Efficient Transfer Learning/ Fine-Tuning

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deep-learning-from-scratch-3

『밑바닥부터 시작하는 딥러닝 ❸』(한빛미디어, 2020)

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DELIVER

Repository of DELIVER dataset and CMNeXt models (CVPR 2023)

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sdxl-koala

[NeurIPS 2024] Empirical Lessons Toward Memory-Efficient and Fast Diffusion Models for Text-to-Image Synthesis

SegCLIP

PyTorch implementation of ICML 2023 paper "SegCLIP: Patch Aggregation with Learnable Centers for Open-Vocabulary Semantic Segmentation"

OV_PARTS

[NeurIPS 2023] OV-PARTS: Towards Open-Vocabulary Part Segmentation

APR

[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain

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OVSegmentor

OVSegmentor, CVPR23

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c2f-seg

Official Implementation for ICCV'23 paper Coarse-to-Fine Amodal Segmentation with Shape Prior (C2F-Seg).

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M3L

Official repository for "Missing Modality Robustness in Semi-Supervised Multi-Modal Semantic Segmentation"

OTSeg

The Official PyTorch Implementation of OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation

PASTA

Proportional Amplitude Spectrum Training Augmentation for Synthetic to Real Domain Generalization

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rewrite

[NeurIPS 2023] Rewrite Caption Semantics: Bridging Semantic Gaps for Language-Supervised Semantic Segmentation

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equivariance

ICCV 2023 Improving Equivariance in State-of-the-Art Supervised Depth and Normal Predictors

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ActionMAE

[AAAI 2023] Official pytorch implementation of "Towards Good Practices for Missing Modality Robust Action Recognition"

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FDA

Official Implementation of Frequency-enhanced Data Augmentation for Vision-and-Language Navigation (NeurIPS2023)

amodal-dataset

[WACV 2024] Amodal Intra-class Instance Segmentation: Synthetic Dataset and Benchmark

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