Spair71k Results
We show two randomly chosen keypoint correspondences from each category of Spair71k subset (see Tab. 4). Our method produces more coherent matches than NBB [1], and approaches the performance of CATs [2] which has been trained in a supervised manner on annotated corresponding pairs.
aeroplane
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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cat
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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bird
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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motorbike
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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dog
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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sheep
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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boat
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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bus
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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car
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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horse
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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chair
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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cow
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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person
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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pottedplant
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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train
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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tvmonitor
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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bicycle
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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bottle
| Source | NBB | Ours | CATs | Ground Truth |
|---|---|---|---|---|
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References
[1] Neural Best Buddies: Sparse Cross-Domain Correspondences. Aberman et al. TOG 2018
[2] Cost Aggregation Transformers for Visual Correspondences. Cho et al. NeurIPS 2021