RF-DETR Object Detection
Discover RF-DETR Object Detection, a state-of-the-art model for real-time object detection. Customize with your weights and get annotated results.
Platform: Replicate
Object DetectionImage AnnotationBounding Box PredictionReal-Time Analysis
51 runs
CPU
Commercial🚀Function Overview
A state-of-the-art transformer-based model for detecting and localizing objects in images with real-time capabilities.
Key Features
- Real-time object detection
- Customizable with custom model weights
- Outputs bounding boxes with confidence scores
- Generates annotated result images
Use Cases
- •Surveillance systems
- •Autonomous vehicle perception
- •Retail inventory tracking
- •Image content analysis
⚙️Input Parameters
image
stringInput image for prediction
confidence_threshold
numberConfidence threshold for predictions
💡Usage Examples
Example 1
Input Parameters
{
"image": "https://replicate.delivery/pbxt/Mi6f22JDNpWYG8B0n1WjLVsPevFnL6HrHTQU0bpx6xS8bMx7/frame_00006.jpg",
"confidence_threshold": 0.1
}Output Results
{
"detections": [
{
"bbox": [
1130.3861083984375,
870.3076782226562,
1227.43505859375,
1070.7080078125
],
"label": "person",
"class_id": 1,
"confidence": 0.782194197177887
},
{
"bbox": [
1387.476318359375,
711.0593872070312,
1475.7423095703125,
885.52880859375
],
"label": "person",
"class_id": 1,
"confidence": 0.7491818070411682
},
{
"bbox": [
757.0631103515625,
410.0844421386719,
814.717529296875,
576.0881958007812
],
"label": "person",
"class_id": 1,
"confidence": 0.7373124957084656
},
{
"bbox": [
673.7122802734375,
586.7875366210938,
750.0972290039062,
784.587158203125
],
"label": "person",
"class_id": 1,
"confidence": 0.7071190476417542
},
{
"bbox": [
923.84228515625,
190.01162719726562,
981.186767578125,
326.1014709472656
],
"label": "person",
"class_id": 1,
"confidence": 0.6266906261444092
},
{
"bbox": [
48.9046516418457,
815.5372314453125,
174.3046417236328,
987.0126342773438
],
"label": "person",
"class_id": 1,
"confidence": 0.626331090927124
},
{
"bbox": [
1842.2598876953125,
639.9713745117188,
1920.2652587890625,
836.7003173828125
],
"label": "person",
"class_id": 1,
"confidence": 0.6238293647766113
},
{
"bbox": [
708.2510986328125,
208.5155487060547,
767.106689453125,
354.1095886230469
],
"label": "person",
"class_id": 1,
"confidence": 0.617853045463562
},
{
"bbox": [
1485.5985107421875,
511.60296630859375,
1564.0711669921875,
687.2857055664062
],
"label": "person",
"class_id": 1,
"confidence": 0.6040253639221191
},
{
"bbox": [
570.1437377929688,
288.21771240234375,
631.499267578125,
432.7860107421875
],
"label": "person",
"class_id": 1,
"confidence": 0.5985834002494812
},
{
"bbox": [
1468.667724609375,
356.3482360839844,
1540.305908203125,
519.6421508789062
],
"label": "person",
"class_id": 1,
"confidence": 0.5822452902793884
},
{
"bbox": [
1147.14404296875,
466.7207946777344,
1206.602783203125,
616.011962890625
],
"label": "person",
"class_id": 1,
"confidence": 0.559958815574646
},
{
"bbox": [
242.7247314453125,
477.5770568847656,
325.34466552734375,
656.0650024414062
],
"label": "person",
"class_id": 1,
"confidence": 0.5295079946517944
},
{
"bbox": [
1182.6055908203125,
504.6381530761719,
1213.0966796875,
557.5219116210938
],
"label": "handbag",
"class_id": 31,
"confidence": 0.5192841291427612
},
{
"bbox": [
987.968017578125,
117.69999694824219,
1041.8316650390625,
254.9807586669922
],
"label": "person",
"class_id": 1,
"confidence": 0.4871187210083008
},
{
"bbox": [
984.7857055664062,
170.77835083007812,
1014.1322631835938,
211.3856201171875
],
"label": "handbag",
"class_id": 31,
"confidence": 0.46760207414627075
},
{
"bbox": [
340.15020751953125,
490.80975341796875,
404.38909912109375,
639.0241088867188
],
"label": "person",
"class_id": 1,
"confidence": 0.4649312198162079
},
{
"bbox": [
1166.2489013671875,
125.4473876953125,
1219.7884521484375,
256.1348876953125
],
"label": "person",
"class_id": 1,
"confidence": 0.4631597101688385
},
{
"bbox": [
675.2691650390625,
687.5641479492188,
701.6160888671875,
748.8626708984375
],
"label": "handbag",
"class_id": 31,
"confidence": 0.46044349670410156
},
{
"bbox": [
1470.7281494140625,
378.6562194824219,
1505.9769287109375,
430.2394714355469
],
"label": "backpack",
"class_id": 27,
"confidence": 0.4502895176410675
},
{
"bbox": [
389.3254089355469,
518.041259765625,
458.45819091796875,
666.4095458984375
],
"label": "person",
"class_id": 1,
"confidence": 0.4408545196056366
},
{
"bbox": [
1804.0802001953125,
162.8067169189453,
1862.0927734375,
289.3603515625
],
"label": "person",
"class_id": 1,
"confidence": 0.41475173830986023
},
{
"bbox": [
1703.928955078125,
169.55543518066406,
1769.3426513671875,
304.6439208984375
],
"label": "person",
"class_id": 1,
"confidence": 0.4060918986797333
},
{
"bbox": [
1696.428466796875,
227.39805603027344,
1724.58349609375,
270.4450378417969
],
"label": "handbag",
"class_id": 31,
"confidence": 0.403550922870636
},
{
"bbox": [
574.8470458984375,
217.8853759765625,
624.1472778320312,
309.0682678222656
],
"label": "person",
"class_id": 1,
"confidence": 0.38930562138557434
},
{
"bbox": [
445.0135192871094,
501.421875,
511.9714050292969,
640.6360473632812
],
"label": "person",
"class_id": 1,
"confidence": 0.38499635457992554
},
{
"bbox": [
49.003883361816406,
840.3244018554688,
110.21122741699219,
918.168212890625
],
"label": "backpack",
"class_id": 27,
"confidence": 0.3801417052745819
},
{
"bbox": [
800.2516479492188,
68.438720703125,
836.4820556640625,
196.13795471191406
],
"label": "person",
"class_id": 1,
"confidence": 0.37990665435791016
},
{
"bbox": [
469.35516357421875,
522.4736938476562,
512.6201171875,
576.8795776367188
],
"label": "backpack",
"class_id": 27,
"confidence": 0.36733952164649963
},
{
"bbox": [
1088.7880859375,
58.52699279785156,
1138.8216552734375,
163.15635681152344
],
"label": "person",
"class_id": 1,
"confidence": 0.35930925607681274
},
{
"bbox": [
386.9186706542969,
535.6904296875,
430.4564208984375,
596.5166015625
],
"label": "backpack",
"class_id": 27,
"confidence": 0.3516789972782135
},
{
"bbox": [
1182.6055908203125,
504.6381530761719,
1213.0966796875,
557.5219116210938
],
"label": "backpack",
"class_id": 27,
"confidence": 0.32999905943870544
},
{
"bbox": [
847.664306640625,
61.6908073425293,
895.1400146484375,
193.88311767578125
],
"label": "person",
"class_id": 1,
"confidence": 0.3297492563724518
},
{
"bbox": [
1206.7213134765625,
104.37005615234375,
1250.775146484375,
236.51177978515625
],
"label": "person",
"class_id": 1,
"confidence": 0.3188197910785675
},
{
"bbox": [
1484.0390625,
556.1553344726562,
1533.7176513671875,
618.105224609375
],
"label": "handbag",
"class_id": 31,
"confidence": 0.3104104995727539
},
{
"bbox": [
1481.638916015625,
536.0108032226562,
1514.6507568359375,
578.644775390625
],
"label": "handbag",
"class_id": 31,
"confidence": 0.30806535482406616
},
{
"bbox": [
904.183349609375,
70.13058471679688,
946.8954467773438,
194.080322265625
],
"label": "person",
"class_id": 1,
"confidence": 0.305711030960083
},
{
"bbox": [
1730.402587890625,
95.25686645507812,
1791.0164794921875,
193.89486694335938
],
"label": "person",
"class_id": 1,
"confidence": 0.29550591111183167
},
{
"bbox": [
1432.6500244140625,
740.1583862304688,
1474.392822265625,
802.1760864257812
],
"label": "backpack",
"class_id": 27,
"confidence": 0.2953849732875824
},
{
"bbox": [
1886.115966796875,
714.5997314453125,
1919.544189453125,
751.8941040039062
],
"label": "handbag",
"class_id": 31,
"confidence": 0.29517704248428345
},
{
"bbox": [
1481.638916015625,
536.0108032226562,
1514.6507568359375,
578.644775390625
],
"label": "backpack",
"class_id": 27,
"confidence": 0.2873573303222656
},
{
"bbox": [
1679.1790771484375,
19.376890182495117,
1739.140625,
152.9647674560547
],
"label": "person",
"class_id": 1,
"confidence": 0.28642737865448
},
{
"bbox": [
407.1555480957031,
484.1490173339844,
489.44708251953125,
653.1427001953125
],
"label": "person",
"class_id": 1,
"confidence": 0.27322134375572205
},
{
"bbox": [
1467.4644775390625,
363.66900634765625,
1515.344970703125,
485.3431701660156
],
"label": "person",
"class_id": 1,
"confidence": 0.25882694125175476
},
{
"bbox": [
387.7037353515625,
558.943359375,
427.51300048828125,
599.34423828125
],
"label": "handbag",
"class_id": 31,
"confidence": 0.24956537783145905
},
{
"bbox": [
1386.75927734375,
41.90290069580078,
1424.7803955078125,
180.5128173828125
],
"label": "person",
"class_id": 1,
"confidence": 0.2482987940311432
},
{
"bbox": [
1587.3507080078125,
19.428668975830078,
1630.58056640625,
129.57455444335938
],
"label": "person",
"class_id": 1,
"confidence": 0.24422849714756012
},
{
"bbox": [
770.3689575195312,
433.4539489746094,
801.5519409179688,
470.9991760253906
],
"label": "backpack",
"class_id": 27,
"confidence": 0.24420680105686188
},
{
"bbox": [
1716.5869140625,
177.71131896972656,
1764.906982421875,
236.6005859375
],
"label": "backpack",
"class_id": 27,
"confidence": 0.24357126653194427
},
{
"bbox": [
90.12738037109375,
127.80555725097656,
141.3280487060547,
246.38844299316406
],
"label": "person",
"class_id": 1,
"confidence": 0.23929929733276367
},
{
"bbox": [
1217.0906982421875,
154.6529083251953,
1243.9566650390625,
192.82025146484375
],
"label": "handbag",
"class_id": 31,
"confidence": 0.2346617579460144
},
{
"bbox": [
1145.9788818359375,
955.353271484375,
1207.149169921875,
1012.7095947265625
],
"label": "handbag",
"class_id": 31,
"confidence": 0.23451250791549683
},
{
"bbox": [
1144.2115478515625,
911.6934204101562,
1210.0347900390625,
1010.2662353515625
],
"label": "handbag",
"class_id": 31,
"confidence": 0.23313133418560028
},
{
"bbox": [
1682.155029296875,
42.728580474853516,
1717.4012451171875,
85.5181655883789
],
"label": "backpack",
"class_id": 27,
"confidence": 0.23278456926345825
},
{
"bbox": [
984.7857055664062,
170.77835083007812,
1014.1322631835938,
211.3856201171875
],
"label": "backpack",
"class_id": 27,
"confidence": 0.22828608751296997
},
{
"bbox": [
1716.5869140625,
177.71131896972656,
1764.906982421875,
236.6005859375
],
"label": "handbag",
"class_id": 31,
"confidence": 0.2252330332994461
},
{
"bbox": [
240.5027618408203,
20.979854583740234,
298.7074279785156,
141.98751831054688
],
"label": "person",
"class_id": 1,
"confidence": 0.2225365787744522
},
{
"bbox": [
733.4794311523438,
232.81201171875,
746.1201171875,
276.2023620605469
],
"label": "tie",
"class_id": 32,
"confidence": 0.2173660695552826
},
{
"bbox": [
243.626953125,
501.9400329589844,
274.0120544433594,
586.9312133789062
],
"label": "handbag",
"class_id": 31,
"confidence": 0.21319645643234253
},
{
"bbox": [
993.3316040039062,
136.20938110351562,
1027.6888427734375,
201.86135864257812
],
"label": "handbag",
"class_id": 31,
"confidence": 0.20854496955871582
},
{
"bbox": [
721.6519775390625,
-0.4729364812374115,
773.5230712890625,
88.1112060546875
],
"label": "person",
"class_id": 1,
"confidence": 0.20672853291034698
},
{
"bbox": [
386.9186706542969,
535.6904296875,
430.4564208984375,
596.5166015625
],
"label": "handbag",
"class_id": 31,
"confidence": 0.20486953854560852
},
{
"bbox": [
387.7037353515625,
558.943359375,
427.51300048828125,
599.34423828125
],
"label": "backpack",
"class_id": 27,
"confidence": 0.20338378846645355
},
{
"bbox": [
1510.34033203125,
378.3916931152344,
1537.4075927734375,
423.373779296875
],
"label": "backpack",
"class_id": 27,
"confidence": 0.20247529447078705
},
{
"bbox": [
1612.4608154296875,
16.751012802124023,
1661.528076171875,
126.91339874267578
],
"label": "person",
"class_id": 1,
"confidence": 0.19788700342178345
},
{
"bbox": [
607.77392578125,
311.2635803222656,
630.51513671875,
354.1138000488281
],
"label": "backpack",
"class_id": 27,
"confidence": 0.1946074515581131
},
{
"bbox": [
49.003883361816406,
840.3244018554688,
110.21122741699219,
918.168212890625
],
"label": "handbag",
"class_id": 31,
"confidence": 0.1897231489419937
},
{
"bbox": [
1492.1395263671875,
378.5269775390625,
1522.082763671875,
427.1888732910156
],
"label": "backpack",
"class_id": 27,
"confidence": 0.18952950835227966
},
{
"bbox": [
443.7960205078125,
579.0547485351562,
477.71636962890625,
612.700927734375
],
"label": "handbag",
"class_id": 31,
"confidence": 0.1871616542339325
},
{
"bbox": [
1872.8194580078125,
676.8804931640625,
1919.490966796875,
750.5713500976562
],
"label": "handbag",
"class_id": 31,
"confidence": 0.1868421733379364
},
{
"bbox": [
458.9429016113281,
512.1492309570312,
507.55181884765625,
567.943359375
],
"label": "backpack",
"class_id": 27,
"confidence": 0.18408805131912231
},
{
"bbox": [
1015.6006469726562,
180.41879272460938,
1035.912109375,
212.3404083251953
],
"label": "handbag",
"class_id": 31,
"confidence": 0.18216942250728607
},
{
"bbox": [
951.4501342773438,
252.431396484375,
974.5742797851562,
294.5617370605469
],
"label": "handbag",
"class_id": 31,
"confidence": 0.18057644367218018
},
{
"bbox": [
243.626953125,
501.9400329589844,
274.0120544433594,
586.9312133789062
],
"label": "backpack",
"class_id": 27,
"confidence": 0.17901232838630676
},
{
"bbox": [
1217.0906982421875,
154.6529083251953,
1243.9566650390625,
192.82025146484375
],
"label": "backpack",
"class_id": 27,
"confidence": 0.17458921670913696
},
{
"bbox": [
1484.0390625,
556.1553344726562,
1533.7176513671875,
618.105224609375
],
"label": "backpack",
"class_id": 27,
"confidence": 0.17396876215934753
},
{
"bbox": [
380.2286376953125,
2.8628933429718018,
427.85980224609375,
119.17540740966797
],
"label": "person",
"class_id": 1,
"confidence": 0.17183922231197357
},
{
"bbox": [
469.35516357421875,
522.4736938476562,
512.6201171875,
576.8795776367188
],
"label": "handbag",
"class_id": 31,
"confidence": 0.17025406658649445
},
{
"bbox": [
482.5613708496094,
535.099609375,
513.4620971679688,
576.6196899414062
],
"label": "backpack",
"class_id": 27,
"confidence": 0.1698049008846283
},
{
"bbox": [
739.857666015625,
234.9354705810547,
765.076904296875,
283.8306579589844
],
"label": "backpack",
"class_id": 27,
"confidence": 0.16766580939292908
},
{
"bbox": [
244.0348663330078,
542.2548217773438,
270.0650329589844,
586.3818359375
],
"label": "handbag",
"class_id": 31,
"confidence": 0.16682305932044983
},
{
"bbox": [
1485.5474853515625,
567.45654296875,
1530.0679931640625,
619.0650634765625
],
"label": "handbag",
"class_id": 31,
"confidence": 0.16608889400959015
},
{
"bbox": [
1267.60302734375,
68.56366729736328,
1292.2255859375,
92.78717041015625
],
"label": "handbag",
"class_id": 31,
"confidence": 0.15803495049476624
},
{
"bbox": [
1177.9322509765625,
502.0583801269531,
1212.5750732421875,
557.5499267578125
],
"label": "handbag",
"class_id": 31,
"confidence": 0.15763655304908752
},
{
"bbox": [
1104.9007568359375,
77.969482421875,
1130.53076171875,
114.8031234741211
],
"label": "backpack",
"class_id": 27,
"confidence": 0.1561351865530014
},
{
"bbox": [
1596.572998046875,
47.309959411621094,
1619.293701171875,
83.06085968017578
],
"label": "backpack",
"class_id": 27,
"confidence": 0.1552073359489441
},
{
"bbox": [
1150.545654296875,
520.8328857421875,
1169.9669189453125,
555.1107788085938
],
"label": "handbag",
"class_id": 31,
"confidence": 0.15485866367816925
},
{
"bbox": [
1302.9097900390625,
1.4746811389923096,
1343.7745361328125,
104.49362182617188
],
"label": "person",
"class_id": 1,
"confidence": 0.15475210547447205
},
{
"bbox": [
587.5300903320312,
308.42633056640625,
620.17138671875,
360.3193054199219
],
"label": "backpack",
"class_id": 27,
"confidence": 0.15443091094493866
},
{
"bbox": [
727.8450927734375,
231.51458740234375,
749.2281494140625,
282.469482421875
],
"label": "backpack",
"class_id": 27,
"confidence": 0.1541636437177658
},
{
"bbox": [
1398.7667236328125,
1.8708326816558838,
1432.196533203125,
43.755855560302734
],
"label": "backpack",
"class_id": 27,
"confidence": 0.1536927968263626
},
{
"bbox": [
1269.396240234375,
43.898719787597656,
1309.7449951171875,
123.44756317138672
],
"label": "person",
"class_id": 1,
"confidence": 0.15336689352989197
},
{
"bbox": [
107.52265930175781,
839.5398559570312,
142.13084411621094,
884.5982666015625
],
"label": "handbag",
"class_id": 31,
"confidence": 0.1532580554485321
},
{
"bbox": [
1596.572998046875,
47.309959411621094,
1619.293701171875,
83.06085968017578
],
"label": "handbag",
"class_id": 31,
"confidence": 0.15285618603229523
},
{
"bbox": [
1177.9322509765625,
502.0583801269531,
1212.5750732421875,
557.5499267578125
],
"label": "backpack",
"class_id": 27,
"confidence": 0.15164364874362946
},
{
"bbox": [
1176.6544189453125,
145.7291259765625,
1210.0894775390625,
189.65003967285156
],
"label": "backpack",
"class_id": 27,
"confidence": 0.1491975635290146
},
{
"bbox": [
418.8078308105469,
513.1279296875,
453.5569152832031,
554.073974609375
],
"label": "backpack",
"class_id": 27,
"confidence": 0.14782261848449707
},
{
"bbox": [
1148.526611328125,
504.2064208984375,
1171.4620361328125,
553.9921264648438
],
"label": "handbag",
"class_id": 31,
"confidence": 0.14270198345184326
},
{
"bbox": [
1481.4765625,
535.8668212890625,
1517.288818359375,
581.0314331054688
],
"label": "backpack",
"class_id": 27,
"confidence": 0.14265404641628265
},
{
"bbox": [
718.7274169921875,
616.694091796875,
747.683349609375,
663.3373413085938
],
"label": "backpack",
"class_id": 27,
"confidence": 0.1417374610900879
}
],
"result_image": "https://replicate.delivery/xezq/dXZvhSoxStIcGZn00lKmcloCXvz5QXElXyAkDfMoeUlvpe2oA/annotated_image.jpg"
}
Quick Actions
Technical Specifications
- Hardware Type
- CPU
- Run Count
- 51
- Commercial Use
- Supported
- Platform
- Replicate