Boundary Detection
Boundary Detection is a vital part of extracting information encoded in images, allowing for the computation of quantities of interest including density, velocity, pressure, etc.
Source: A Locally Adapting Technique for Boundary Detection using Image Segmentation
Papers
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All datasetsRoFTRoFT-chatgptCoAuthorNYU-Depth V2TriBERT (in-domain)UruDendroKinetics 400PASCAL Context
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GigaCheck (DN-DAB-DETR) | Accuracy (%) | 64.63 | — | Unverified |
| 2 | RoBERTa + SEP | Accuracy (%) | 49.64 | — | Unverified |
| 3 | PHD + TS ML | Accuracy (%) | 23.5 | — | Unverified |
| 4 | TLE + TS Binary | Accuracy (%) | 12.58 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GigaCheck (DN-DAB-DETR) | Accuracy (%) | 67.65 | — | Unverified |
| 2 | RoBERTa + SEP | Accuracy (%) | 54.61 | — | Unverified |
| 3 | TLE + TS Binary | Accuracy (%) | 20.02 | — | Unverified |
| 4 | PHD + TS ML | Accuracy (%) | 17.29 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GigaCheck (Mistral-7B-v0.3) | Cohen’s Kappa score | 0.42 | — | Unverified |
| 2 | DeBERTa-v3 (Naive) | Cohen’s Kappa score | 0.4 | — | Unverified |
| 3 | GigaCheck (DN-DAB-DETR) | Cohen’s Kappa score | 0.19 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | InvPT | odsF | 78.1 | — | Unverified |
| 2 | PGT (Swin-S) | odsF | 78.04 | — | Unverified |
| 3 | PGT (Swin-T) | odsF | 77.05 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GigaCheck (DN-DAB-DETR) | F1@3 | 0.65 | — | Unverified |
| 2 | TriBERT (p=2) | F1@3 | 0.58 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CASTANET+ Ensemble | Pairwise F1 | 0.81 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | InvPT | odsF | 73 | — | Unverified |