weights release

README.md

@@ -0,0 +1,44 @@
+---
+license: mit
+---
+
+# [CVPR 2025] GFS-VL: Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model
+
+## Overview
+
+GFS-VL is a novel framework proposed in our CVPR 2025 paper: [**Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model**](https://arxiv.org/pdf/2503.16282).
+
+Our approach leverages the synergy between:
+- **Dense but noisy pseudo-labels** from 3D Vision-Language Models
+- **Precise yet sparse few-shot samples**
+
+by maximizing the strengths of both data sources for effective generalized few-shot 3D point cloud segmentation.
+
+## Released Model Weights
+
+This repository contains the following pre-trained weights:
+- **PTv3 Backbones**: Our pre-trained point transformer v3 backbones
+- **GFS-VL Models**: Complete GFS_VL few-shot segmentation framework
+
+## Usage
+
+For detailed usage instructions, model implementation, and training code, please refer to our [GitHub repository](https://github.com/ZhaochongAn/GFS-VL).
+
+## Benchmarks
+
+We introduce **two new challenging GFS-PCS benchmarks** with diverse novel classes for comprehensive generalization evaluation. These benchmarks lay a solid foundation for real-world GFS-PCS advancements.
+
+The benchmark datasets can be downloaded from our [Huggingface dataset repository](https://github.com/ZhaochongAn/GFS-VL).
+
+## Citation
+
+If you find our work useful, please consider citing our paper:
+
+```bibtex
+@inproceedings{an2025generalized,
+  title={Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model},
+  author={An, Zhaochong and Sun, Guolei and Liu, Yun and Li, Runjia and Han, Junlin and Konukoglu, Ender and Belongie, Serge},
+  booktitle=CVPR,
+  year={2025}
+}
+```

backbone_weights/scannet/model_best.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65f373505cfdbd158f53dc6e1f9c6f0c726b3bea45c9f0a5b31fcc2ffa200737
+size 554612520

backbone_weights/scannet200/model_best.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:09f5f6ceb08c2b93c657349e66f45bfbe9c59bc78235a1d4ec66bd55b4233301
+size 554611752

backbone_weights/scannetpp/model_best.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:003fc00b31ab2f19e0890fe9e58ee50e827aa6173cf3763aac6b6de854195bb1
+size 554611752

sc200_k1/regis1_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20b9305f4fa6745c5b23b5579aeca88e52cc5674e3cec60eabe0e84366f3b80a
+size 554598021

sc200_k1/regis2_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:beda9af3f9ad20b7308238af157e89f750b1e931d9d9b75093843f3e72c1234b
+size 554598021

sc200_k1/regis3_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1260f9d1cfe681288d34b512044d6cec606282e8625912a867e9b02d51f674e4
+size 554598021

sc200_k1/regis4_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f2edb6ecf022cc329ab2e15aaa704d223f5d5f3d31a1b06855fa3eca10daae0
+size 554598021

sc200_k1/regis5_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:971ff3e27989c252a7595c658fa9eccd48c444153952c6a1a20699799a337aad
+size 554598021

sc200_k5/regis1_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc882707e9fe812784824f450b2e12cf4fd4ead30923152fe71b0c821394a0b6
+size 554598021

sc200_k5/regis2_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99a6a4ba0a9684c4ef4d2ac17fe229c8bdae456846ab34619cf47ed58c29c726
+size 554598021

sc200_k5/regis3_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0f7facacb9ecbdd99f7788bd655bd00e421e4f66c5946acd788beefcaa49e69
+size 554598021

sc200_k5/regis4_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69d531052741cb7476c88e96115bfc46a43825e1fcc60a490580cb912373afb8
+size 554598021

sc200_k5/regis5_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f1102bd23faba50f85c3c25568fc5689ecb72c2a35994b73a9f041e6c0f69498
+size 554598021

sc_k1/regis1_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d80187dc08187edf8b47fdecd093127029f572069058a3a37ede0c92f48af71
+size 554568965

sc_k1/regis2_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8509e5bc880e1ec4a5c06f3a652a73ffc3f719d1bacd1f9d8acbeef469860e72
+size 554568965

sc_k1/regis3_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20c8ad453c965044495eaa01eef1b78ee2492157967521a97a59210606f9cf26
+size 554568965

sc_k1/regis4_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f25a9d5b0f103f6f6e6072c9926abbf34d260d4daaf8ceff6b2934e9c7ea54e5
+size 554568965

sc_k1/regis5_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:efd29496903a07993ee475c95bb8e332eded99d569bb2d10aea49e8694d5890d
+size 554568965

sc_k5/regis1_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87340c6e5d4b8615249a9b2468b1c1e018532b10bc0e2f6d5a2f163932d400fb
+size 554568965

sc_k5/regis2_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a1e810400f97076df05e846e43928e8065962cf000411ff4f868e4d63c6bcd5
+size 554568965

sc_k5/regis3_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a68054124e69e0517b9a4f4d20e502ee470ccc5fb5e8272ff50a2d923fc90c2d
+size 554568965

sc_k5/regis4_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:781c06ffad97042216764a81de90a1d444c3699cf8055f2c75d9c94567cc93ac
+size 554568965

sc_k5/regis5_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d85eaa44d80b021c3571d154fc1bdda446f2fdbff3ca010875c985f7437ccf36
+size 554568965

scpp_k1/regis1_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:158d2b7ece8a39b6699ce1c1e224242b6b82fb6b44225efc33b4759a0930d0f1
+size 554577285

scpp_k1/regis2_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40ba6cd56116b7ab9111f8ae32bb206eae0a2fcab3bc9b2b7115e1ad1cbb83ca
+size 554577285

scpp_k1/regis3_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cabdf7b882027a3f010c58ded80b39784014837d1fc71c08085f5ed82590883f
+size 554577285

scpp_k1/regis4_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:36fa736f597e9b5d157f905a64f97706a10281610f97b66c21e307d1dc2b0ed5
+size 554577285

scpp_k1/regis5_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1421f5e18153533f639d6e9eab9a46bff1d6c1ec3a3d519f2d93178c4e69003e
+size 554577285

scpp_k5/regis1_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e2de26e1901b4e618c34161042f68c7554a75f8d5d91de4557ab4ca93797fdd
+size 554577285

scpp_k5/regis2_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1bd21ef0e468672392fc2de06e5e011dbdd8662d8fa5223b120219e9e7b0e93f
+size 554577285

scpp_k5/regis3_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db575a145cc23b34245596a1699d5ca20a1020b880274afe2542b19b2034cd75
+size 554577285

scpp_k5/regis4_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:42f9402e8d57760f28e01d566793d1bebcb44e30dfd0d96a049a5c235ce4dcaa
+size 554577285

scpp_k5/regis5_model_last.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ce7b188232c1bf0e249c616861848020a10228a818a71cbbb88bacb64d90c27
+size 554577285