@deeplearning-wisc
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deeplearning-wisc

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  • Stars
    star
    914
  • Global Org. Rank 16,306 (Top 6 %)
  • Registered about 4 years ago
  • Most used languages
    Python
         100.0 %

Top repositories

1

vos

source code for ICLR'22 paper "VOS: Learning What You Don’t Know by Virtual Outlier Synthesis"
Python
306
star
2

knn-ood

Code for ICML 2022 paper "Out-of-distribution Detection with Deep Nearest Neighbors"
Python
171
star
3

stud

source code for CVPR'22 paper "Unknown-Aware Object Detection: Learning What You Don’t Know from Videos in the Wild"
Python
117
star
4

large_scale_ood

MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space
Python
83
star
5

MCM

PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022
Python
65
star
6

dream-ood

source code for NeurIPS'23 paper "Dream the Impossible: Outlier Imagination with Diffusion Models"
Python
59
star
7

gradnorm_ood

On the Importance of Gradients for Detecting Distributional Shifts in the Wild
Python
52
star
8

npos

source code for ICLR'23 paper "Non-parametric Outlier Synthesis"
Python
51
star
9

react

Code for NeurIPS 2021 paper "ReAct: Out-of-distribution Detection With Rectified Activations"
Python
50
star
10

dice

Code for ECCV 2022 paper "DICE: Leveraging Sparsification for Out-of-Distribution Detection"
Python
39
star
11

opencon

Code for TMLR 2023 paper "OpenCon: Open-world Contrastive Learning"
Python
34
star
12

MOOD

Code for CVPR2021 paper: MOOD: Multi-level Out-of-distribution Detection
Python
33
star
13

siren

source code for NeurIPS'22 paper "SIREN: Shaping Representations for Detecting Out-of-Distribution Objects"
Python
32
star
14

multi-label-ood

Python
31
star
15

cider

PyTorch implementation of CIDER (How to exploit hyperspherical embeddings for out-of-distribution detection), ICLR 2023
Python
25
star
16

poem

PyTorch implementation of POEM (Out-of-distribution detection with posterior sampling), ICML 2022
Python
23
star
17

Spurious_OOD

Python
21
star
18

vit-spurious-robustness

Python
20
star
19

picle

Official code for ICML 2024 paper on Persona In-Context Learning (PICLe)
Python
20
star
20

NSCL

Code for ICML 2023 paper "When and How Does Known Class Help Discover Unknown Ones? Provable Understandings Through Spectral Analysis"
Python
13
star
21

sal

source code for ICLR'24 paper "How does unlabeled data provably help OOD detection?"
Python
10
star
22

sorl

Code for NeurIPS 2023 paper "A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning"
Python
7
star
23

scone

Python
7
star
24

hypo

Python
6
star
25

id_label

source code for ICML'24 paper "When and how does in-distribution label help out-of-distribution detection?"
Python
4
star
26

PG-DRO

Official Implementation of AAAI 2023 paper "Distributionally Robust Optimization with Probabilistic Groups"
Python
4
star
27

haloscope

source code for NeurIPS'24 paper "HaloScope: Harnessing Unlabeled LLM Generations for Hallucination Detection"
3
star