Assembly Fuzzy Representation on Hypergraph for Open-Set 3D Object Retrieval
Authors: Yang Xu, Yifan Feng, Jun Zhang, Jun-Hai Yong, Yue Gao
NeurIPS 2024 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Extensive experiments and ablation studies on these three benchmarks show our method outperforms current state-of-the-art methods. |
| Researcher Affiliation | Collaboration | Yang Xu1, Yifan Feng1, Jun Zhang2, Jun-Hai Yong1, and Yue Gao1 1BNRist, THUIBCS, KLISS, BLBCI, School of Software, Tsinghua University, China 2Tencent AI Lab |
| Pseudocode | Yes | Algorithm 1 Training the IAE module; Algorithm 2 Training the SFR module. |
| Open Source Code | No | We are in the preparation of the codes, models, and datasets, and they will be released at the earliest opportunity. |
| Open Datasets | Yes | We construct three datasets for assembly-based open-set 3D object retrieval (Open Part datasets), including OP-SHNP, OP-INTRA, and OP-COSEG based on the public dataset Shape Net Part [42], Intr A [41], and COSEG [34]. |
| Dataset Splits | No | The paper specifies training and testing sets, but does not explicitly mention or provide details for a separate validation dataset split. |
| Hardware Specification | Yes | Our experiments were conducted on a Tesla V100-32G GPU and an Intel(R) Xeon(R) Silver 4210 CPU @ 2.20GHz. |
| Software Dependencies | No | The paper mentions "Point Net [28]" for feature extraction, but does not provide specific version numbers for any software, libraries, or frameworks used in the implementation. |
| Experiment Setup | Yes | We set α = 0.5 in LIAE and β = 0.9 in LSF R. The IAE is trained for 40 epochs on learning rate lr = 0.1, and the SFR is trained for 30 epochs on lr = 0.001. The hyper-parameters k in the SFR module are set to 20, 6, and 40 for OP-SHNP, OP-INTRA, and OP-COSEG, respectively. Table 8 details Optimizer (SGD), Learning Rate, Momentum, Weight Decay, LR Scheduler (Cosine Annealing), Tmax, etamin, and Max Epoches for both IAE and SFR. |