From 5464e32c30884bf19cf19e0afcacb2334cd283b8 Mon Sep 17 00:00:00 2001 From: Yining Jiao Date: Mon, 15 Apr 2024 22:56:02 -0400 Subject: [PATCH] docs --- docs/index.html | 221 ++ docs/static/css/bulma-carousel.min.css | 1 + docs/static/css/bulma-slider.min.css | 1 + docs/static/css/bulma.css.map.txt | 1 + docs/static/css/bulma.min.css | 1 + docs/static/css/fontawesome.all.min.css | 5 + docs/static/css/index.css | 157 ++ docs/static/images/bicyclestand.gif | Bin 0 -> 1971383 bytes docs/static/images/crack.gif | Bin 0 -> 1325028 bytes docs/static/images/medal.gif | Bin 0 -> 3301686 bytes docs/static/images/method.png | Bin 0 -> 107064 bytes docs/static/images/result_click_curve.png | Bin 0 -> 135726 bytes docs/static/images/result_qualitative.png | Bin 0 -> 1414952 bytes docs/static/images/result_quanti_table.png | Bin 0 -> 174443 bytes docs/static/images/teaser.png | Bin 0 -> 154359 bytes docs/static/js/bulma-carousel.js | 2371 ++++++++++++++++++++ docs/static/js/bulma-carousel.min.js | 1 + docs/static/js/bulma-slider.js | 461 ++++ docs/static/js/bulma-slider.min.js | 1 + docs/static/js/fontawesome.all.min.js | 5 + docs/static/js/index.js | 78 + 21 files changed, 3304 insertions(+) create mode 100644 docs/index.html create mode 100644 docs/static/css/bulma-carousel.min.css create mode 100644 docs/static/css/bulma-slider.min.css create mode 100644 docs/static/css/bulma.css.map.txt create mode 100644 docs/static/css/bulma.min.css create mode 100644 docs/static/css/fontawesome.all.min.css create mode 100644 docs/static/css/index.css create mode 100644 docs/static/images/bicyclestand.gif create mode 100644 docs/static/images/crack.gif create mode 100644 docs/static/images/medal.gif create mode 100644 docs/static/images/method.png create mode 100644 docs/static/images/result_click_curve.png create mode 100644 docs/static/images/result_qualitative.png create mode 100644 docs/static/images/result_quanti_table.png create mode 100644 docs/static/images/teaser.png create mode 100644 docs/static/js/bulma-carousel.js create mode 100644 docs/static/js/bulma-carousel.min.js create mode 100644 docs/static/js/bulma-slider.js create mode 100644 docs/static/js/bulma-slider.min.js create mode 100644 docs/static/js/fontawesome.all.min.js create mode 100644 docs/static/js/index.js diff --git a/docs/index.html b/docs/index.html new file mode 100644 index 0000000..bf36520 --- /dev/null +++ b/docs/index.html @@ -0,0 +1,221 @@ + + + + + + + + Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse Prompts + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+
+

Rethinking Interactive Image Segmentation
with Low Latency, High Quality, and Diverse Prompts

+
+ + Qin Liu, + + Jaemin Cho, + + Mohit Bansal, + + Marc Niethammer +
+ +
+ University of North Carolina at Chapel Hill
+ CVPR 2024 +
+ +
+
+ + + + + + + Paper + + + + + + + + + Code + + +
+
+
+
+
+
+
+ +
+
+
+
+ + + Conceptual comparison between our approach SegNext and prior state-of-the-art methods, SimpleClick and + SAM, for the interactive segmentation task. Our method combines the best of both worlds for interactive segmentation with low + latency, high quality, and diverse prompts. + + +
+
+
+ +
+
+
+
+ + + +
+ +
Demos of SegNext for high-quality segmentation on HQSeg-44K with One Click.
+ +
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+ +
+
+
+
+

Abstract

+
+

+ The goal of interactive image segmentation is to delineate specific regions + within an image via visual or language prompts. Low-latency and high-quality + interactive segmentation with diverse prompts remain challenging for existing + specialist and generalist models. Specialist models, with their limited + prompts and task-specific designs, experience high latency because the image + must be recomputed every time the prompt is updated, due to the joint + encoding of image and visual prompts. Generalist models, exemplified by the + Segment Anything Model (SAM), have recently excelled in prompt diversity and + efficiency, lifting image segmentation to the foundation model era. + However, for high-quality segmentations, SAM still lags behind state-of-the-art + specialist models despite SAM being trained with ×100 more + segmentation masks. +

+

+ In this work, we delve deep into the + architectural differences between the two types of models. + We observe that dense representation and fusion of visual + prompts are the key design choices contributing to the high + segmentation quality of specialist models. In light of this, + we reintroduce this dense design into the generalist models, to facilitate the development of generalist models with + high segmentation quality. To densely represent diverse visual prompts, we propose to use a dense map to capture + five types: clicks, boxes, polygons, scribbles, and masks. +

+

+ Thus, we propose SegNext, a next-generation interactive + segmentation approach offering low latency, high quality, + and diverse prompt support. Our method outperforms current state-of-the-art methods on HQSeg-44K and DAVIS, + both quantitatively and qualitatively. +

+
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+ + +
+
+

Method

+
+ SegNext overview. We use a three-channel dense map to represent five diverse visual prompts: clicks, boxes, polygons, scribbles, + and masks. The embeddings of image and visual prompts are fused by element-wise addition, followed by an enhanced fusion via one + or two self-attention blocks. The language prompt is encoded as a vector by CLIP, followed by querying the image embedding via + cross-attention blocks for the mask embeddings. A lightweight decoder processes the mask embeddings for segmentation. +
+
+ + + +
+
+

Experiments


+
+ Click to segmentation evaluation on HQSeg-44K and DAVIS. With varying numbers of clicks, our method consistently outperforms + existing competitive approaches. The metric is mean Intersection over Union (mIoU). + +


+ +
+ Quantitative comparison with existing methods on HQSeg-44K and DAVIS. We compare two types of baselines: specialist and + generalist models. Our model achieves comparable performance to the specialist baselines but with significantly lower latency; our model + achieves comparable performance to the generalist models in terms of latency and segmentation quality despite being trained with much + fewer segmentation data. “HQ” denotes the HQSeg-44K dataset; “SA×2” denotes the model has two self-attention blocks for dense fusion. + +


+ +
+ Qualitative results with diverse prompts. Left: an example from DAVIS. Right: three examples from HQSeg-44K. The results + are achieved by a user providing all the prompts using our best-performing model. + +
+
+ + +
+
+

BibTeX

+ 
@article{liu2024rethinking,
+  author    = {Liu, Qin and Cho, Jaemin and Bansal, Mohit and Niethammer, Marc},
+  title     = {Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse Prompts},
+  journal   = {CVPR},
+  year      = {2024},
+}
+
+
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