Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
# ViewDelta: Text-Conditioned Scene Change Detection
|
| 2 |
|
| 3 |
ViewDelta is a generalized framework for Scene Change Detection (SCD) that uses natural language prompts to define what changes are relevant. Unlike traditional change detection methods that implicitly learn what constitutes a "relevant" change from dataset labels, ViewDelta allows users to explicitly specify at runtime what types of changes they care about through text prompts.
|
|
@@ -24,9 +35,21 @@ For more details, see the paper: [ViewDelta: Scaling Scene Change Detection thro
|
|
| 24 |
- NVIDIA GPU (tested on RTX 4090, L40S, and A100 - other GPUs may work)
|
| 25 |
- [Pixi package manager](https://pixi.sh/latest/)
|
| 26 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 27 |
### Install Pixi
|
| 28 |
|
| 29 |
-
|
| 30 |
|
| 31 |
```bash
|
| 32 |
# On Linux
|
|
@@ -104,4 +127,4 @@ The model uses:
|
|
| 104 |
year={2024},
|
| 105 |
url={https://api.semanticscholar.org/CorpusID:280642249}
|
| 106 |
}
|
| 107 |
-
```
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
datasets:
|
| 4 |
+
- hoskerelab/CSeg
|
| 5 |
+
language:
|
| 6 |
+
- en
|
| 7 |
+
tags:
|
| 8 |
+
- changedetection
|
| 9 |
+
- scd
|
| 10 |
+
- cd
|
| 11 |
+
---
|
| 12 |
# ViewDelta: Text-Conditioned Scene Change Detection
|
| 13 |
|
| 14 |
ViewDelta is a generalized framework for Scene Change Detection (SCD) that uses natural language prompts to define what changes are relevant. Unlike traditional change detection methods that implicitly learn what constitutes a "relevant" change from dataset labels, ViewDelta allows users to explicitly specify at runtime what types of changes they care about through text prompts.
|
|
|
|
| 35 |
- NVIDIA GPU (tested on RTX 4090, L40S, and A100 - other GPUs may work)
|
| 36 |
- [Pixi package manager](https://pixi.sh/latest/)
|
| 37 |
|
| 38 |
+
### Clone Repository
|
| 39 |
+
|
| 40 |
+
```bash
|
| 41 |
+
git clone https://github.com/drags99/viewdelta-scd.git
|
| 42 |
+
```
|
| 43 |
+
|
| 44 |
+
### Download ViewDelta Model Weights
|
| 45 |
+
|
| 46 |
+
```bash
|
| 47 |
+
wget https://huggingface.co/hoskerelab/ViewDelta/resolve/main/viewdelta_checkpoint.pth
|
| 48 |
+
```
|
| 49 |
+
|
| 50 |
### Install Pixi
|
| 51 |
|
| 52 |
+
Install the Pixi package manager:
|
| 53 |
|
| 54 |
```bash
|
| 55 |
# On Linux
|
|
|
|
| 127 |
year={2024},
|
| 128 |
url={https://api.semanticscholar.org/CorpusID:280642249}
|
| 129 |
}
|
| 130 |
+
```
|