dinov2

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Confused. Sam vs Dinov2

1

Hello, very much confused by these models. Both are claimed to be groundbreaking, so not sure on the strength and weakness of each method on segmentation tasks in particular. Also,...

shersoni610

Evaluation on Segmentation and Depth estimation for backbones

4

While instruction for evaluating classification capabilities are well reported, currently, there is no information on how to evaluate pre-trained backbone DinoV2 models on segmentation / detph estimation (i.e. keep the...

BrianPulfer

Add __init__.py in `ops` folder to fix imports

2

Currently when installing dinov2 with pip install git+https://github.com/facebookresearch/dinov2.git`` the following lines will not work: https://github.com/search?q=repo%3Afacebookresearch%2Fdinov2%20...ops.modules&type=code This causes issues when running [semantic_segmentation.ipynb](https://github.com/facebookresearch/dinov2/blob/main/notebooks/semantic_segmentation.ipynb). This is because *ops/* folder itself is not a...

balbok0

Loading local model

6

How to load a model locally, like in the following example ``` dinov2_vitb14 = torch.hub.load('facebookresearch/dinov2', 'dinov2_vitb14') ```

AriesChen-UPC

Can not install in Colab

6

I have issue about install DinoV2 in Google Colab. First, I want to run https://github.com/facebookresearch/dinov2/blob/main/notebooks/semantic_segmentation.ipynb in Colab. ```python import sys INSTALL = True # Switch this to install dependencies if...

pitikorn32

Any way to launch without using slurm

1

Is there a way to launch using vanilla torch.multiprocessing.spawn?

JunzheJosephZhu

about model architecture design

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two questions: 1. I noticed in vitl14.yaml, you set: ``` dino: head_n_prototypes: 131072 head_bottleneck_dim: 384 ``` If I understand correctly, this is just a linear layer. Whats the reasoning behind...

JunzheJosephZhu

Attention Map Visualization Script in "Vision Transformers Need Registers" Paper

2

Hi there, thanks for merging #282! I was wondering if you could release the script you used for visualizing the attention maps in the [VISION TRANSFORMERS NEED REGISTERS](https://arxiv.org/pdf/2309.16588.pdf) paper. It...

JihwanEom

Train model with data of no labels?

6

Hi, I have a question about how to handle the dataset and label.txt when I want to train the model. I am a bit confused when I see the settings...

ambipomyan

Hello, I have tried the segmentation on the demo images and I compared it to the output of the semantic segmentation notebook in the GitHub repository. I could not regenerate...

samarehsamadi